{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Face Emotion Recognition from Videos.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "7MJ4VODzLnNK"
      },
      "source": [
        "# Working on the same concept with videos as input\n",
        "# Import the necessary FER() packages for Video Processing"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1UyhZo6hLumQ",
        "outputId": "a2196dc8-e1ae-4d86-80d5-c650e443b020"
      },
      "source": [
        "pip install FER"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting FER\n",
            "  Downloading fer-21.0.3-py3-none-any.whl (810 kB)\n",
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            "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from FER) (3.2.2)\n",
            "Collecting mtcnn>=0.1.1\n",
            "  Downloading mtcnn-0.1.1-py3-none-any.whl (2.3 MB)\n",
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            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->markdown>=2.6.8->tensorboard~=2.5->tensorflow>=2.4.0->FER) (3.5.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->FER) (1.3.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->FER) (0.10.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->FER) (2.4.7)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->FER) (2.8.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->FER) (2018.9)\n",
            "Installing collected packages: mtcnn, FER\n",
            "Successfully installed FER-21.0.3 mtcnn-0.1.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0U4zwro2LvuG"
      },
      "source": [
        "from fer import Video\n",
        "from fer import FER\n",
        "import os\n",
        "import sys\n",
        "import pandas as pd\n",
        "# Put in the location of the video file that has to be processed\n",
        "location_videofile = \"/content/Video_One.mp4\""
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nfb0Qa3tL80n",
        "outputId": "fbc4ab4d-fa51-43e8-e130-c3dfdf80e9cb"
      },
      "source": [
        "# But the Face detection detector\n",
        "face_detector = FER(mtcnn=True)\n",
        "# Input the video for processing\n",
        "input_video = Video(location_videofile)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/normalization.py:534: _colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Colocations handled automatically by placer.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "23-07-2021:11:46:34,263 WARNING  [deprecation.py:336] From /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/normalization.py:534: _colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Colocations handled automatically by placer.\n",
            "/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/training.py:2426: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n",
            "  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EU6brKYqL_mf",
        "outputId": "548d3f3e-2f87-499e-aa31-c571c5eb9d25"
      },
      "source": [
        "# The Analyze() function will run analysis on every frame of the input video. \n",
        "# It will create a rectangular box around every image and show the emotion values next to that.\n",
        "# Finally, the method will publish a new video that will have a box around the face of the human with live emotion values.\n",
        "processing_data = input_video.analyze(face_detector, display=False)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "23-07-2021:11:46:39,260 INFO     [classes.py:234] 30.00 fps, 583 frames, 19.43 seconds\n",
            "23-07-2021:11:46:39,261 INFO     [classes.py:241] Making directories at output\n",
            "/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/training.py:2426: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n",
            "  warnings.warn('`Model.state_updates` will be removed in a future version. '\n",
            "23-07-2021:11:54:48,221 INFO     [classes.py:351] Completed analysis: saved to output/Video_One_output.mp4\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Starting to Zip\n",
            "Compressing: 8%\n",
            "Compressing: 17%\n",
            "Compressing: 25%\n",
            "Compressing: 34%\n",
            "Compressing: 42%\n",
            "Compressing: 51%\n",
            "Compressing: 60%\n",
            "Compressing: 68%\n",
            "Compressing: 77%\n",
            "Compressing: 85%\n",
            "Compressing: 94%\n",
            "Zip has finished\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 399
        },
        "id": "G90Y_niyMFbm",
        "outputId": "c0dead17-29ba-444c-9e16-fe221861c766"
      },
      "source": [
        "# We will now convert the analysed information into a dataframe.\n",
        "# This will help us import the data as a .CSV file to perform analysis over it later\n",
        "vid_df = input_video.to_pandas(processing_data)\n",
        "vid_df = input_video.get_first_face(vid_df)\n",
        "vid_df = input_video.get_emotions(vid_df)\n",
        "\n",
        "# Plotting the emotions against time in the video\n",
        "pltfig = vid_df.plot(figsize=(20, 8), fontsize=16).get_figure()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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R7y2SkpKIjY3ltttuY9KkSUyaFN6YYtWqVSxduhSAm266ibvvvrvJ6zR2no6koEhEROQEU1eBkHLjFOzJyY2Oc/XsCTYbhELEjRhx1DFxI0aE+9kUFeFIS2vwfPXWrVStWk2X//6vSLVDwtixlL7xJsU5C+j+6K8pWbQI4/XS5T/vIvaMM9rhDuuLPfNMYs88M/K4atUqSpcsoctPf0Koqoqyv/+d1JtvanRnsGBRMfmPPIJ3wwaCpaWR+24Je1ISiVdcQfzYsZS+/gbFCxbQ4/H/PfabqlUX0h0e1vl27owsswOwxcaSOOGydrvm4Zw9DgsabTY8FzcdLtmTk0m84opGn48bMQJCIao3ft6qnkqHq/zoI3xffx3e7a2NwYl/1y4q//lPQjU12GJi2nSOjla84EWcPXuS/uPbKXv7bWry8qI9JRGRE1MzlT/R4nA4WLNmDe+99x6LFy/mmWee4f33329yfOiwavHq6uo2nadd5t6hZxcREZF258vLw56U1GRIBOGqEmfPnvh37yZu2LCjjokbEa40KvvbW8SddVaD54vmv4AVF0fKlCmRY/bERJInT+bgq6+SdO214YbH557bISHR0aR85zuUvv4GRc/PI1hRDqEQKTNmNDo+afJkCp5+msLnnsfRtQvYbMQOaV1VkD0hgeTrr6P4lT+RfP112OITmn2No2tXnBnhvkK+PXsIHizBlhBPTJ9DjZ7rlmn5vtpOsKwMe2Iivrw84s87r1Xz6yzihg0FoPy997EnJREzYECTy98OFygqwr93X6Qf07GEY46MzPA58/ObbFgO4M8/EPn3FDm2bx+BwiJs8W5i+vZt8BpjDDXbtmFqfPX+PTfFt+cbggcPhs//zR68a9eS8fP7sOx2XL17468NgEVE5MRwwQUXkJ2dzc9//nMCgQBvvvkmP/jBDyLPV1RUUFVVxcSJEzn//PPpW/vzZMyYMSxZsoQbb7yRhQsXRsb37t2bzZs3U1NTg9fr5b333uNb3/pWo+fxeDyUl5d3yL0pKBIRETnBtGYXrtiBA7DFx2P3eI7+/ODBWDEx5D/ySKPnSLnppsgyqDqpM6Zz8E9/Yld2NkCk4fHxEDd4MO7RoymaNw8Az2WX1WtWfSR7QjzJU6ZQXNtTKXbQoDYti0qZMYPil19hV/YtLRpvT0qi33vvESwuYvvEK6G2MXPWa68SN2wYxuejetMmYgYOpGbrVrwbPsd91ggCBw4c113W2pM9KYmY/v05+NJLHHzpJTIemE3qTTc1+zrj8/H19TcQ2LcPgC7/9V9YLleb5+HMzADCTc6bCoq8n28k74Yb6Pn73+G5+GIAAsXFbJ94JcbrBQ79+zpc+YoVfPPTO4HwPff/58dYjsbfVgeKith+xRXgP7R80JaQQNJ11wHhfmKVH38cXgZ4RC8xERHpnM4++2xuvPFGhg8fTteuXTnnnPpL6MvLy7n66quprq7GGMMTTzwBwFNPPcX06dN5+OGHufzyy0mqfY/Vq1cvpkyZwpAhQ+jTpw9n1X6A19h5pk6dysyZM3n66adZvHixmlmLiIicynw7dxJ/7rktGpv54IMYf+O9bWyxsWS99hr+vd8c9XnLZsM9alSD467evcla9BqBAwewxcfjPqdhf6GO1OPJJ/Bu2ACWhfsolVBH6vLTnxA/5lxMMEjsgAFtuqarZ0+yXnuVwIEDzY4N5B9g/5w5lP71r+GlgpZFj6eeDPdXysmhxxNPUL11K6amhtQZ09k3+wG869fjSEsNX+uIHepOJD2ffZaabV+yf86DVK35pEVBUdnbbxPYt4+u99xDzIABxJ87+pjm4MjsBoQrippS9e/VAOEeVrVB0cE//xnj9ZLx8/vI/3+/pnrLlgZBUfEL83H26kXixIkUPfccNdu21VseeSTvZ5+B30/Gz+/DWdds/rTTsCeEK9NcWb0xPh+BffvqLQcUEZHObdasWcyaNavR59esWdPgWI8ePVi9ejWWZbFw4UK2bt0aee6xxx7jsccea9F5zj//fDZv3tzGmTdNQZGIiMgJJOT1Eti/v8VBgiM1tdkxsQMHEDuw9eFJ3ODBcMQuZceLIy2t2WbNh7PFxpJwwQXHfN3W3HPp0qUU5+QQOHiQpIkTSbz8cry5Gyh+8UW67t2Ld324L1H8t75FzOmn483NJaZfuJz8RK0oAnD17IGrZw/K3nyTqs+a3wHNGENxzgJcffuSekt2u1TU1C0F8+/f3+S4SI+otWvxfr6RmIEDOPjnhcRfMJaU6dM58H9PRHqCRV6zfj3e3FwyZs0i4aJxFD33HN7c3KaDotxccDpJnjr1qD2TXL2zAKjJy1NQJCJyklu7di133HEHxhiSk5OZf9gusp2FgiIREZFOyrdnD84ePept4+7btQs4sYOEU0Xqd7/DN//5X5HvAVKn30zxggUU/O53BA4U4MjIwJmZSdyIEZS9/TbObuFKmOb66pwI4kaMoOytv+PPz8eekIB30yYwDcf5d++ietMmMuf8T7stu7LFx2NLTCSwr/GgyBhD1fr1JFx0EVVr1lD47LPEDhlMsLCQ1O9+F8tux3laL3x54aAoUFREzVfbKZ4/H5vHQ/Lka7Hcbuzp6XjX55IydSo1X31FoKgYW0J8OFSs5V0fDpIaa6xd9/+zLy8Pzj+/Xf4MRESkcxo7diy5zew4G20KikRERDqhQEEB2ydcTo/H/7feLlO+r/MA6u2KJZ2TZ/x4nD174uzRg9hBg4DwLmOJl0+gdMlfAEicOBEA9zmjKFm0iJLXXsN52mnYarfaPZHFDQ83Sveuz6V8xQrKli1rdKw9OZmkq69u1+s7MzLwN7H0LLB3L8GCQuK/dT6u3r0pzsmh4v33w0vfapuJu7KywuENsOcnP8W7bh0Aqbfdii0+3OcqbvhwvOvX49u1ix1XXwPBIACn5eSElzsGAng3biT5+usbnYujaxcst7tB9ZKIiEg0KCgSERHphPwHDkAwSPUXW+oHRbW/tCoo6vwsh4OshX9u0JQ585e/InnqVDAQOyi8XCnxyitx9uyF8ftxndYrGtNtdzFnnonldFL+9tuUvf02SddeS9I11xx1rKtnD2xxce16fUdmJoEmlp7VLTuLGz6C5Ouvx3PJxZiQIaZf30gVn6t3byo//Aehqiq8GzaQdM01JF83mdjaECz8+uFUvPceBc88AzYbPX/3DPtm3U9xbVBU8+WXGK83EpwdjWVZuHr3jvz/LSIiEk0KikRERDqhUFkZQINfHH07d+Lo2jVSzSCdmyM9vcExe0I88aPrN2u27HbcZzfflPtEYnO5iB08mLK33gKbjfQf/xhXz+PXf8eZmUn1F180+nzV+vVYsbHEDhyA5XQetSG7KysL4/dT/t57EAjguWx8g3FxI8IBUNkbb5J41bfxjBtH9dSpFP7ud9R8/TVV69fXjhvR5HxdWb2p7qCmpCIiIq2hoEhERKQTCpaVA0cJivLyVE0kJ4y6ZVme8eOPa0gE4MjMIFhYiPH56lV1+fMPUL15E1WrVhM7ZDCW09noOWJqeweVLn0d4KhVQXFDhoDdDsEgqd/9LgAp06ZS9PzzFDz9NKHyCuzp6Th7dG9yvq7evSl/ZwXl778PtRVN7rPOwp6cHBkTOHgQ7/pDDcJtMTG4R4/GcugtvYiItB/9VBEREemEQuW1FUW7dmFCISybDWMMNTt2kDhhQpRnJ9Iy7jHnUvzii6Tdkn3cr+3MzATCyzhdPXsC4QbWe370o0jlTvrtP2r6HLWhbOWqVTh79cKRltZgjM3tJm7YMKzYmEgDa0d6OolXX0Xp4iUAJE68ol5T+qOJPeMMCAbZc/uPI8eSp0yh2y8fjDw+8OhjlC5dWu91PX77NInjxzd5bhER6RhPP/00zz77LGeffTavvPJKtKfTbhQUiYiIdEJ1FUWmuppAfj7Obt3w5eURKi0lbtjQKM9OpGUSxo3j9JUf4MzIOO7XdmSEg6LA/v2RoKhqzSdUb95Ml7vuJH7sWGL792/6HF26YHO7CVVVNdljqNfzzzXYsS1z9mxSpk4DY4jp26fZ+Xouu4w+r7+O8fkA2HvvvQSOaMYdOJBPzMCBdHvoIUKVFezKvoXAvn3NnltERDrG73//e95991161v6caYtAIICjk1WGdq7ZiIiICADB2ooiCPclcnbrhnd9XfPdxn9hFelMLMuKSkgE4MwMX9e//1DYUrxgAfaUFFKzs7HFxjZ7DsuycGb1pmbzF03+f2f3eBocs8XEEDdkcIvna9lsxA4cEHnsyOhKsLS03phASQnOzEzihg7BhEJgtxMoLGrxNUREpP388Ic/ZMeOHVxxxRVMnTqV7du3s3HjRvx+P3PmzOHqq68mLy+PGTNmUFlZCcAzzzzDeeedx8qVK5k9ezYpKSls2bKFL7/8Msp3U5+CIhERkU4oVFYe7lNiDL68POLHjMGbux5bQgKufv2iPT2RTs+R2Q2Ayo/+ARaEqqqo+OAD0n74gxaFRHVisrLCQVEzzajbmz05mZp9W+odC5WUYq+tgrJsNhypqQSKFRSJyKnt0TWPsqV4S/MDW+GM1DO4d/S9TY6ZO3cuy5cv54MPPuCJJ57g4osvZv78+ZSUlDB69GguvfRSunbtyooVK4iNjWXbtm1MmzaNTz/9FIB169axceNG+vRpvur0eFNQJCIi0gkFy8twdu9OoKgI39d5AHjX54Z7oRyxxEVEGrInxOPIzKT09Tcoff0NAKzYWFKmTWvVeWKHDqPy32vqVfscD/bkZIIlJfWOBUtK6jW3tqenE1RFkYhI1L3zzju88cYbPP744wBUV1eza9cuunfvzh133MH69eux2+31KodGjx7dKUMiUFAkIiLSKYXKyrEnJWGLj8e3cyehykpqvvwSzw9/GO2piZww+r6+lEDRoSDFnpR01IbUTUn9zgySb7ih3s5px4M9OZlgWdmhZvY+H6GqqnpBUbiiqPi4zktEpLNprvLneDDGsGTJEgYOHFjv+Jw5c8jIyCA3N5dQKETsYRWt8fHxx3uaLaaPJEVERDqhYFkZtsREXFlZ+PLy8H6+EUIh4kaoP5FIS9mTkojp2zfyT2tDIgDLbseecPzfzDuSkyEUIlQW7lcWqK0uqhcUpacRLCw87nMTEZH6JkyYwG9/+1uMMQB89tlnAJSWltKtWzdsNhsvvfQSwWAwmtNsMQVFIiIinVCovAy7xxMOivbsoeS11wCIGzYsyjMTkeOhLhCqa2gdPEpQZE9NI1BUFPnFREREomP27Nn4/X6GDRvG4MGDmT17NgC33347CxYsYPjw4WzZsqVTVxEdTkvPREREOqFgWTm2RA+xQ4dAIEDZW28RO3hwvV8SReTkZUtKAmoDot69jxoUOdLTMDU1hCqrolL1JCJyqsvLy4t8/9xzzzV4vn///mzYsCHy+NFHHwVg3LhxjBs3rqOn12YKikRERDqhYHk5dk8iiePH4/74I4zfjz01NdrTEpHjxFFXUVQbENVVFtlrAyQAe+1SumBRoYIiERFpNwqKREREOhnj92OqqrAlegBwpKdHeUYicrzZjwyKjlZRVBsUBYqKcfXufZxnKCIiJyv1KBIREelkghUVANg9iVGeiYhES+uCIjW0FhGR9qOgSEREpJOp2+XIXltRJCKnHltiIlhWvWbWlsuFFRcXGXNo6VlxVOYoIiInJwVFIiIinUywrByo/UVRRE5Jls2GPTGxXkWRPTkZy7IiYxwpKYAqikREpH0pKBIREelkgmW1TWsVFImc0uzJyYcFRaUNdj20XC5sSUkEi4qiMT0RETlJKSgSERHpZELltRVFHi09EzmV1Q+KShoERRDuUxQoKqZ665dUrVsHgAkGKX7lFQrnzqX0jTeO65xFRE4VeXl5DBkyJNrT6BDa9UxERKSTCUZ6FKmiSORUZk9Oxl9wAIBgaQkxffo2GONISyNQWMg3d90FNhv9/raM6s2byf/VQ5ExCRdeiD0p6bjNW0RETmyqKBIREelk6iqK7KooEjml2ZOTCZXUNbNuuPQMwg2tvevX4/v6awIFBQCRr8nTpoZfWxs+i4hI+woGg8ycOZPBgwdz2WWX4fV6mTdvHueccw7Dhw/nuuuuo9mplC4AACAASURBVKqqCoDs7Gx++MMfMmrUKAYMGMCyZcsAyMnJ4eqrr2bcuHH079+fBx98EIAHHniAp556KnKtWbNm8Zvf/Oa43JcqikRERDqZYFk52O1Ybne0pyIiUWRPTiJYUoIxpsmlZwSDQHjHxJDPR6Aw3Nw6pm8/QEGRiJzc9j/yCDVfbGnXc8aceQaZv/hFs+O2bdvGn//8Z+bNm8eUKVNYsmQJkydPZubMmQDcf//9vPDCC/zkJz8BwsvV1qxZw/bt27nooov46quvAFizZg0bN27E7XZzzjnncOWVV3LrrbcyefJk7rrrLkKhEAsXLmTNmjXtep+NUUWRiIhIJxMqL8Pu8dTb3UhETj325GRCVVXhPkWBQCMVRakAuLKyAAgWFxMsLq53rK5KUURE2lefPn0YMWIEACNHjiQvL4+NGzcyduxYhg4dyiuvvMKmTZsi46dMmYLNZqN///707duXLVvCAdf48eNJS0sjLi6OyZMn8/HHH5OVlUVaWhqfffYZ77zzDmeddRZpaWnH5b5UUSQiItLJBMvKsak/kcgpry4Y8uXl1Xt8OPeIEcT0P53U7FvYN2sWgcIiAoVF2BIScHTtAqiiSERObi2p/OkoMTExke/tdjter5fs7GyWLl3K8OHDycnJYeXKlZExR34IWPe4sePf+973yMnJYf/+/dx6660ddBcNqaJIRESkkwmWlaqRtYgcFhTtDD9OaRgUxZ93Hn3ffJOYfuFG18HiIoLFRdjTUiN9zlRRJCJy/JSXl9OtWzf8fj+vvPJKvecWLVpEKBRi+/bt7Nixg4EDBwKwYsUKiouL8Xq9LF26lPPPPx+Aa6+9luXLl/PJJ58wYcKE43YPqigSERHpZEJl5dgT1cha5FQXCYp25oUfN7FzmT09HSBSUeRIS49UJgZLVVEkInK8/OpXv+Lcc8+lS5cunHvuuZQfFtafdtppjB49mrKyMubOnUtsbCwAo0eP5rrrrmPPnj1Mnz6dUaNGAeByubjoootITk7Gbrcft3tQUCQiItJJeDduovSvf8WXl4f73HOjPR0RibK6YKj8nRXhx0dZelbHkRruVRQoKiRQVERM377Y3G6w2QiWKygSEWlvWVlZbNy4MfL47rvvjnz/ox/96KivufTSS5k7d26D4z179mTp0qUNjodCIVavXs2iRYvaYcYtp6VnIiIincTBP/+Jg3/6ExiDu/aTJBE5dTlPOw1Xnz4Ei4pwnd4PZ/fujY61ud1YbjfBomKCReGlZ5bNhs3jIVSmpWciIieazZs3c/rpp3PJJZfQv3//43ptVRSJiIh0FsEQjm6Z9H///WjPREQ6AXtCAv3+/laLxztSUwkcyCdYUoIjLbwUze7xqKJIRKQTyMnJOerx7OxssrOzGxwfNGgQO3bs6NhJNUIVRSIiIp2FMVhYzY8TETkKR1oaNdu+AsCeFl6KZktURZGIiLSOgiIREZFOw4BNP5pFpG3saWnUfP01wGEVRYkEteuZiIi0gt6NioiIdBImZMBSRZGItI0jLQ0CgfD36WkA2BMTCZVp6ZmIiLScgiIREZHOwigoEpG2q1tuBmBPPbT0TBVFIiLSGgqKREREOgtjsBQUiUgb1S03A3CkH1p6pooiEZHOIy8vjyFDhkR7Gk1SUCQiItJZmJAqikSkzeqWm1lOJ7aEBKC2mXVVFaZ2SZqIiEhzHNGegIiIiIQZLT0TkWNgT63tS5SeHqlOtHsSAQiWl+NISYna3ERETjaVlZVMmTKFPXv2EAwGmT17Nlu3buXNN9/E6/Vy3nnn8dxzz2FZFmvXruXWW28F4LLLLovyzJunoEhERKSzCGnXMxFpu7qKIkfqYb2KEj0A4eVnCopE5CT00WtfUri7ol3Pmd4rgbFTBjQ5Zvny5XTv3p2//e1vAJSWljJ+/HgeeOABAGbMmMGyZcv49re/zS233MIzzzzDBRdcwD333NOuc+0IejcqIiLSWRgDKigSkTaqa2Btrw2MAGx1FUVlamgtItKehg4dyooVK7j33nv56KOPSEpK4oMPPuDcc89l6NChvP/++2zatImSkhJKSkq44IILgHCA1NmpokhERKSzMAbL0mc4ItI29qQkcDjqNbW2J4WDolC5GlqLyMmpucqfjjJgwADWrVvHW2+9xf33388ll1zC7373Oz799FN69erFnDlzqK6ujsrcjpXejYqIiHQSRs2sReQYWDYbabdkk3jF5ZFjNk946ZkqikRE2tfevXtxu91Mnz6de+65h3Xr1gGQnp5ORUUFixcvBiA5OZnk5GQ+/vhjAF555ZWozbmlVFEkIiLSWRgUFInIMen63/9d77E9sa6ZtSqKRETa0+eff84999yDzWbD6XTy7LPPsnTpUoYMGUJmZibnnHNOZOwf//hHbr31VizLUjNrERERaQWjZtYi0r7snrpm1qooEhFpTxMmTGDChAn1jo0aNYqHHnqowdiRI0eSm5sbefzYY491+PyOhd6NioiIdBahkJpZi0i7stxusNsJlpWx/5FHqFz972hPSUREOjlVFImIiHQWxmApKRKRdmRZFnaPh4r336Nm21cQDBE/5txoT0tERDoxVRSJiIh0EgYtPROR9mdLTAyHRKhXkYiINE/vRkVERDqLkFEzaxFpd3V9ikC9ikREpHlaeiYiItJZGAVFItL+7EmJWE4nzt6nESxXUCQiIk1TUCQiItJZhEJYCopEpJ0lT5uG5/LLqfzoI3x5O6M9HRER6eS09ExERKTTUEWRiLS/xPHjSZkyBZsnURVFIiInmIkTJ1JSUnJcr6mKIhERkU7CGDWzFpGOY/d4CJWpmbWISDQFAgEcjuajGGMMxhjeeuut4zCr+vRuVEREpLNQM2sR6UC2RA+hqiqM3x/tqYiInPAqKyu58sorGT58OEOGDOHVV18lKyuLwsJCAD799FPGjRsHwJw5c5gxYwbnn38+M2bMICcnh6uvvppx48bRv39/HnzwQQDy8vIYOHAg3/nOdxgyZAi7d++OnPNo1wNYu3YtF154ISNHjmTChAns27fvmO9NFUUiIiKdhTGgnEhEOojdkwhAsKICR0pKlGcjItI+Psh5ngM7d7TrObv27stF2d9vcszy5cvp3r07f/vb3wAoLS3l3nvvbXT85s2b+fjjj4mLiyMnJ4c1a9awceNG3G4355xzDldeeSXp6els27aNBQsWMGbMmGav5/f7+clPfsLrr79Oly5dePXVV5k1axbz588/pvtXRZGIiEhnYQyWpR/NItIx7EnhoEjLz0REjt3QoUNZsWIF9957Lx999BFJSUlNjr/qqquIi4uLPB4/fjxpaWnExcUxefJkPv74YwB69+7dICRq7Hpbt25l48aNjB8/nhEjRvDQQw+xZ8+eY743VRSJiIh0EsaEsGz2aE9DRE5StrqKojI1tBaRk0dzlT8dZcCAAaxbt4633nqL+++/n0suuQSHw0EoFAKgurq63vj4+Ph6j4/c6bbu8ZHjmrretddey+DBg1m1alV73RagiiIREZHOw6AeRSLSYeyJHgBC5fUriozfT9706Xw5dixfTZiA/5tvojE9EZETyt69e3G73UyfPp177rmHdevWkZWVxdq1awFYsmRJk69fsWIFxcXFeL1eli5dyvnnn9/q6w0cOJCCgoJIUOT3+9m0adMx35sqikRERDoLY8CmoEhEOkZjFUVlb7+D99O1uEeNourTT6n5Og9njx7RmKKIyAnj888/55577sFms+F0Onn22Wfxer3cdtttzJ49O9LIujGjR4/muuuuY8+ePUyfPp1Ro0aRl5fXquu5XC4WL17MT3/6U0pLSwkEAtx1110MHjz4mO5NQZGIiEhnEQo1KEMWEWkvdRVFwcMqiowxFC9YgCsri64/u4e8KTdifL5oTVFE5IQxYcIEJkyY0OD4l19+2eDYnDlzGhzr2bMnS5curXcsKyuLjRs31jtWFx41dr0RI0bwj3/8oxUzb16Llp5ZltXLsqzFlmWVWpZVZlnWXyzLOq2Frz3NsqwFlmXtsizLa1nWl5ZlPWRZ1tEX3omIiJyqjEHbnolIR6mrKDq8mbX3s8+o/vxzUr4zAysmFkBBkYjIKa7ZiiLLstzA+0AN8F3CHRQeAj6wLGuYMaayidfGA+8CTmA2sAs4B3gQ6A/ceKw3ICIiEm3BQICXf34XZQX5uNzxTH/kSeKTW7/1tMGATe0DRaRj2OLdYLfXW3pWvOBFbElJJF9zDf79+UC4Z5GcHP71zb/4fe7v+ePlf8Rpc0Z7OiJSKzs7m+zs7GhPo1EtWXo2E+gLDDTGfAVgWdYGYBvwA+CJJl57PuFAaIIx5p3aYx9YlpUK3G1ZltsYU9Xm2YuIiHQClSUHKdyVR2qPXhR/s5uS/fvaFBQRMmpmLSIdxrIs7B5PpJm1b883lK9YQdptt2Jzu7FcLkAVRSeT1ftXk1uQS5G3iMz4zGhPR0ROEC352PIqYHVdSARgjPka+CdwdTOvddV+LTvieEnttfVuWERETnhVpSUA9Bt1LgD+am/bTqRm1iLSwWyJiZGKooMvvww2Gyk33wyA5QpXnKii6OSRXxmuEivyFkV5JiJyImlJUDQY2HiU45uAQc289l3ClUePWpY1yLKsBMuyLgbuBOY2tWxNRETkRFFVFg6KkjPCn9b62hoUhUJY+gxFRDqQ3eMhWF5GsKKSksWLSZwwAWdm+O8uy1kbFKmi6KSRX1UbFFUrKBKRlmtJUJQKHDzK8WKgybp6Y0w18K3a62wCyoH3gGXAHa2aqYiISCdVVVIXFHUDwOdtW1Bk0NIzEelYtkQPobJyypa9SaiigtTvfufQc3VLz/wKik4WqigSkbbo0I6ZlmXFAq8CXYEZwIXAPYSbWP+uidd937KsTy3L+rSgoKAjpygiInLMqspKgcOCourqtp3IoGbWItKh7J5EguVlVK1Zg6N7N+KGDYs8F+lRpKVnJwVjTKSiqLi6OMqzEZHG5OXl8ac//alNr01ISGjn2YS15N3oQY5eOdRYpdHhbgPGARONMS8bY/5hjHkc+G/gh5ZlDT/ai4wxzxtjRhljRnXp0qUFUxQREYmeqtKDOGNicSclA8fQoygUUkWRiHQoW6KHUGkZVevXEzf8iLfijvA+N1p6dnI4WHMQfygc+mnpmUjn1VRQFAgEjvNswloSFG0i3KfoSIOAzc28dihw0Biz/Yjja2q/ntmC64uIiHRqlSUluJOSsDud2Oz2tvcoMkbbPIhIh7J7EgkUFRHYuw/3iBH1nrMsC8vlUlB0kthfuT/yvZaeibS/vLw8zjzzTGbOnMngwYO57LLL8Hq9bN++ncsvv5yRI0cyduxYtmzZAkB2djaLFy+OvL6uGui+++7jo48+YsSIETz55JPk5ORw1VVXcfHFF3PJJZdQUVHBJZdcwtlnn83QoUN5/fXXO/zeHC0Y8wbwuGVZfY0xOwAsy8oCzgfua+a1+4EUy7JOP3zXNODc2q/ftG66IiIinU9VWSnupGQsy8IZG9vmHkUYg2Vp6ZmIdBx7oidcvQgNK4oILz/T0rOTQ11/ohh7jJaeyUmt5M3t+Pa27z5Zru7xJH+7X7Pjtm3bxp///GfmzZvHlClTWLJkCX/84x+ZO3cu/fv359///je3334777//fqPn+PWvf83jjz/OsmXLAMjJyWHdunVs2LCB1NRUAoEAf/3rX0lMTKSwsJAxY8Zw1VVXYXVgFXpLgqJ5hBtPv25Z1v2EOyj8CtgNPFc3yLKs3sB24JfGmF/WHs4B/gt4y7Ksh4FdwChgNrAW+Gf73IaIiEj0VJWWkNQ1vGuQK9aNv409iozR0jMR6Vi2xEQgvMNZzKCGGxhbTichVRSdFOr6Ew1MGailZyIdpE+fPoyorc4cOXIkeXl5/Otf/+KGG26IjKmpqWn1ecePH09qaioQ7jf2i1/8gn/84x/YbDa++eYb8vPzyazdsbIjNBsUGWMqa7e0fxJ4iXBR/HvAXcaYisOGWoCdw5azGWPyLMsaA8wBHgLSCQdMzwMPG2NC7XQfIiIiUVNVWkK3/gMBcMXF4auuatuJDAqKRKRD2WuDothBgyK7nB1OS89OHvlV+TgsB/1T+rNy98poT0ekw7Sk8qejxMTERL632+3k5+eTnJzM+vXrG4x1OByEais6Q6EQvib+ro2Pj498/8orr1BQUMDatWtxOp1kZWVR3daNU1qoRfXtxphdxpjrjDGJxhiPMeYaY0zeEWPyjDGWMWbOEcc3G2OmGGN6GWPijDEDjDF3G2Oaa4QtIiLSqYSCwYbHQkG8ZWXE1zaydsbGtrmiCGPApqBIRDqOzeMBIO6I/kR1LKdTS886iDfgpchbRJW/jR8mtFJ+ZT5d3V1Ji0vjYM1BgqGGP8NEpH0lJibSp08fFi1aBISrgXJzcwHIyspi7dq1ALzxxhv4a/+u9Xg8lJeXN3rO0tJSunbtitPp5IMPPmDnzp0dfBctDIpEREROddUVFcz94XfY8O7y+sfLyzEmRFxiOChyxca1vUdRKNSh681FRBxpaQDEnXXWUZ8PVxQpKGpvlf5KLn7tYsa9No6xC8dS6C3s8Gvur9pPRnwGabFphEyIUl9ph19TRMIVQC+88ALDhw9n8ODBkebTM2fO5MMPP2T48OGsWrUqUjU0bNgw7HY7w4cP58knn2xwvptvvplPP/2UoUOH8uKLL3LGGWd0+D20pEeRiIjIKW/De8vxlpXy9fq1DLv08sjxqtISAOKT6yqK4vCWtfHNuDGgZtYi0oFihwyh57O/J+GCC476vJpZd4w95Xuo8FdwdtezWXdgHfsr95Mel96h18yvzGdQ2iBS48J9Toq8RaTGpnboNUVOJVlZWWzcuDHy+O677458v3z58gbjMzIyWL16deTxo48+CoDT6WzQ7Do7OzvyfXp6OqtWrTrqHCoqKo56/Fjp3aiIiEgzgoEAn70d3oli37YtGGMiz1XWBkXu2qVn4R5FbasoMsaoR5GIdCjLsvBcdBGW3X70551O9SjqAHWNpS/sdSEAFf6O+eWujjGG/Kp8MtzhiiJADa1FpMUUFImIiDRj27//SUVRIX1GjKSy5CDlhQWEQkH81dVU1VYPuSNLz2LxHUuPIgVFIhJFambdMfZX7gegX1K46W6lr3238j5cpb+SLcVbqAnWkBmfGQmKir3FHXZNETm5aOmZiIhIMzZ9+B7JGd04b8p0vl6/lr1ffkHBrjw2frCCsyZMAsB92NIzf1t7FBmDpWbWIhJFlsuJqVFQ1N7yq/KxW3aykrKAjqsoMsZwzevXRIKp7gndSYtTRZGItI6CIhERkWZUlZWS2qMnXbP64nDFkLfhM7b9+5/4vF4+e3sZNrudWHe4IaErLo6A30coGMTWyNKORoVCgIIiEYkey+kkVN6xy6JORfmV+aTHpZPoSgQ6LijKK8tjf+V+pgyYwuhuoxnbcyx2y47DclBcrYoiObkYY7QJSAsd3jahJRQUiYiINCNQU4MjJhab3U5mv/5s+vA9MAZPehfKCwtISEnFsoVXc7ti4wDwVXuJjU9o1XUMWnomItGlpWcdI78qn4z4DOKd4Q8VKv0ds/RsQ8EGAKadMY3TU06PHE+NTaXIq4oiOXnExsZSVFREWlqawqJmGGMoKioiNja2xa9RUCQiItIMf00NTlcMAN0GnMGeLzbS44xBnHX5t1n21KO4k1IiY521QZG/urrVQREGsKl9oIhEj+V0atezY2SMobSmlOTY5Mix/ZX76Z/SH5fdhcvmosLXMRVFGwo2kOBMoG9y33rH0+LS2F2+m20Ht9E3qS92WysrXkU6mZ49e7Jnzx4KCgqiPZUTQmxsLD179mzxeAVFIiIizfD7anDEhIOinmcM5pPXFzNy4jX0G3UuiV0y8KR3iYx11X5a42tLn6JQSCvPRCSqbKooOmbrDqzjtrdv4y9X/YW+yX0jO5CN7TkWgARXQoctPcstyGVo+lBsVv0PHTLiM1i5eyWT35jMT876Cd8f9v0Oub7I8eJ0OunTp0+0p3HS0seWIiIizQjU1OCsDYr6nDWKmx7+P04f/R/Y7HZunPP/uPR7t0fGuuLcAPiqq1p/Ie16JiJRpqVnx25vxV6CJsgn+z8BoNxfjjfgJcOdAUCCs2OCoip/FdtKtjG86/AGz91/7v08Oe5JPC5PpNG1iEhjFBSJiIg0wYRCBHyHgiLLsuh2+sDIevjE9K4kpKRGxjtrK4r81dVtuJjBsvSjWUSiR0vPjp03EK4ozS3IBcKNrCFc1QMQ74zvkB5FGws3EjIhhqUPa/BcRnwGl/a+lLTYNMp95e1+bRE5uWjpmYiISBMCtZ+sO2p7FDUn0sy6DUvPjCqKRCTKLKcqio5VXVC0oTDcWDq/KhwUZbozgdqlZ+3YoygQCrC5aDPv7noXgGFdGgZFdRJdiZT5ytrt2iJyclJQJCIi0gS/rwY4VCnUnEPNrNvQo8gYsCkoEpHosVwuVRQdo6pAeOnxzrKdHKw+GFnqlRkfDorinfHsq9jXbtfL2ZTDb9b9BoDTk08nKSap0bEel0dBkYg0S0GRiIhIEwI1tUFRSyuK4moritoSFIVCqigSkaiqW3pmjNGW021UV1EE8Hnh5+RX5WOzbKTFpQHt26PIH/Tzpy/+xMiMkXx/6Pfpk9R0c1+Py8M3Fd+0y7VF5OSlRggiIiJN8NcGRXW7njXnUFDU1h5F+sVMRKLHcrkAVFV0DLx+L3GOOOyWndyCXPIr80mPTcdpcwLt26Noed5yCrwFzBw6k/N6nEe3hG5NjldFkYi0hCqKREREmuCvCQc+zhYGRXWVR23pURTe9Uyf4YhI9ESCIp8far+X1vEGvCTHJJMck8yqvaswxkQaWUM4rKnwV7Spaqu0ppRNhZsij3M25dAvqR/ndT+vRa/3uDyU+8pVMSYiTVJQJCIi0oTI0rOYlvUosmw2nLFxbepRpGbWIhJtljNc9WL8PiA+upM5QVUFqohzxDEyYyQvf/EyAJP6Too8H++MJxAK4Av5iLG37EOIOg+tfojlecvrHXvwvAdbHPp4XB78IT81wRpiHS37uSYipx4FRSIiIk2oa2bd0l3PAFyxsW3rUaSgSESi7FBFkXY+aytvILz07M6z72RC1gQA+qf0jzyf4EwAoNxXTkxcy3+2GGNYm7+WsT3G8v1h3wfAaXNyZtqZLT5Hoisxcm0FRSLSGAVFIiIiTThUUdSKoCguDn9bexRp1zMRiaJDFUXqUdRWdUFRrCOWEV1HNHg+3hmu1Kr0V5Iel97i8+6v3E+Bt4Dv9fjeUc/bEh6XBwgHRV3cXdp0DhE5+akRgoiISBPqehS1tJk1gDMmDp+3qvUXC4UABUUiEj2qKDp2Vf4q3E53o8/XVRQ1t/PZ7rLdlFSXRB7nFuYCMLzr8DbPra6iSA2tRaQpCopERESa4G9ljyJoe0WRAS09E5GoslyqKDpWdRVFjUlwhYOiSl/jO58ZY8hens1jnzwWOZZ7IJcYewwDUga0eW51FUUKikSkKQqKREREmhDwtW3pWZt7FNn0o1lEoiey9EwVRW3WXFBUt/SsqYqiPeV7OOA9wLoD6yLHNhRuYHDaYJw2Z5vndvjSMxGRxujdqIiISBPqKoNa08zaGROLry09ikIhrTwTkajS0rNj12xFUe3Ss0p/4xVF6wvWA/BNxTcUegvxBX18UfQFw7u0fdkZKCgSkZZRUCQiInIEYwy7N3+OMQa/rwab3Y7d0fL9H1xxcfjb0qPIGCxVFIlIFNnqgiK/H9/u3fj27InyjE48VYEq3I4mehS5mu9RtKFgQ+T73IJcvij+An/Iz7Auw45pbgqKRKQl9G5URETkCPu2beG1B3/O3q1fEKipaVV/IgB3UgpVZaVUlhxs1euMMaikSESi6fClZ/tmP8Cu227DhEJRntWJwx/yEwgFjrmiKLcglxFdRuCwOcgtyOXD3R9iYbV5t7M6MfYYYuwxCopEpEkKikRERI7gLQ+/ga44WITfV9OqHc8ABl1wMaFgkNwVb7XuwsaombWIRNXhS8+CRYX4d+6iYuXK6E7qBOINhPvTNRUUuewunDYnFb6jVxR5A16+PPgl52Sew6DUQXyy7xMWfbmIi3pdRHpc+jHP0ePyqJm1iDRJQZGIiMgRArW9Obzl5firq3G2oj8RQGr3HvQ9+xzWv/NW5FwtYgzYFBSJSPRYhy09C5aGw4TinAXRnNIJpcofXnYc52w8KIJwVVFjS882F20maIIM6zKMYV2GsbFoIyU1JcwYNKNd5pjoSlRFkYg0SUGRiIjIEep2OquuKCfgq2nVjmd1zp54Nd6yUla++Ac2vLuc6srGe1FEhEKqKBKRqDp86VmwvBybx0PVmjVUf/FFlGd2YqirKGqqRxGEdz47Miiq8lex+MvFLNyyECASFAGcmXomIzNGtsscVVEkIs1peWdOERGRU8ShoKgMf03rl54BnDZkOJn9+keWnxXu2cnF2T9o+kXGYCkoEpEoqqsoClVVYbxeUrKzKc7JoeLDD4k988woz67za8nSMwg3tK701e9R9MLGF3h+w/NAOBhKjU1lZMZI4hxxzBw2s91+PnhcHg5Wt66HnoicWhQUiYiIHOHwpWdtrSiyLIupv/xfaior+GDBPDZ+8C7nT5lOjDv+qOPDjawBS8W+IhI9dRVFgaJiAJw9egBgAsGozelE0tKg6MiKoupANYu2LuLCnhfy4HkPkuhKBKCruyv/mvYvHLb2+7XN4/Kwq2xXu51PRE4+ejcqIiJyBH/NoaVn/uoaHK3sUVTH7nDgTkpm1KRr8Vd7+fy9txsfHAmKVFEkItFTV1EUKCoEwJ4UDiwif0dJkyI9ipoJijxOT71dz5btWMbBmoN8d/D/Z+/dw+Oq73Pf97cuc9XNkm3ZxrZsCAYbsIE4NEASWKiyqAAAIABJREFUEkh2QpKSNIGEDTi0u4V256TNeZr0hJyd7p2mSU+6kyZtmic9TdMkB0MuQMMlFy5pgYaGi0sAC2yDMVi+W5ZkSaO5r8vv/LFmrZnRzEhzWXOR9H6ex489a2at+cmSZta8633f780YCA9AV3XvPj9FIoAdRYSQ+aFQRAghhMwi7yiKwchmoAdDDR1v8Mw3YO3m8/HcQz+FbVW4Ku8JRQ09FSGENIQrFFk5R5HS0+MI2NJu57IWDF5HkT5PR1Eg7yiSUuKOvXdgc/9mbB/c3vQ1dge6MZOdyTtZSdM4mTiJZ08+2+5lEFIzFIoIIYSQWeQ7iuIw6+woms3F7/sAZsbH8Oqup8o/IHfCLhS+NRNC2kc+ejYBAFB7egBFgbQpFFVDtdGzwcggTiROYDw1jqeOP4XXpl/DTVtuaklPXXegG6Y0vbWS5vH9Pd/HJx/7ZLuXQUjN8GyUEEIImYUrFKXiMzAy6bo6imZz1hsvQe/gKjz3i/vLP8D9EMboGSGkjQhVBVQV1nguetbd7bwu2XSfVEPSrC569qGzPwTLtvCjl3+E2/fdjuXh5bh6w9WtWCK6A90AwPhZC4hlYohlYzAso91LIaQmKBQRQgghs3CjZ5l4HEY6VXdHUSGKouLiq6/B8f37cOLAKyX35z+CUSgihLQXEQh4jiKlp8dxuTB6VhVe9EybO3o21DOEK9ZegTv33YlfH/s1rj/n+qJeombiFmVTKGo+bg/VdHa6zSshpDYoFBFCCCGzcMuspbRhmWbDHUUu57/9nQiEI/jNz8u4ilxHEaNnhJA2I3Qddtzpz1G7u53XJfbZVIUrFIW0+d83dmzZgbgRR1AN4iPnfKTZS/NwHUW3770d9x+o4HIlvpAwc0JRhkIRWVj4W6FPCCGELALc6JmLH9EzAAiEIzj7kktx8IXflN7JMmtCSIfgFlpD0yDC4VxHEYWiakgZKYS1MBQxv+j/plVvwqWrL8W5A+diWWhZC1bnsLFnI7r0Ltx74F7ce+BevHPonYjq0ZY9/1IiZTjC4VRmqs0rIaQ2KBQRQgghs3CjZy5+lFm76KFQ+clnLLMmhHQIbqG12t0NIYQTPWOZdVUkzeS8/UQuQgh8+798u8krKmV112o8dcNTuP/A/fjcrz+HidQEhaIm4UbPKBSRhQbPRgkhhJBZGNkM9FD+RF/3oaPIRVSYHpS/Wk9LESGkvYiAIxQpPd25DewoqpaUmapaKGo3/aF+AMDp9Ok2r2Tx4pabM3pGFhp0FBFCCCGzMLNZdA8sx+ljRwA4LiC/UBQFdtkr8270jEIRIaS9KLnomdrTm9vA6Fm1LCShaCA8AACYSE2U3Hcodgi/Gf0NPnT2h1q9rEVFtY4iy7bwvT3fw2R6EstCy/D75/++4+QjpE1QKCKEEEJmYWYy6Fmx0hOK/Jh65iIUtayjyOsoUnhiSAhpMwXRMwAss66BpJGcd+JZp+A6iibSpULRX+/6azxx7Amc038Ozhs4r9VLWzRU6yh67Mhj+Lvn/g66osOwDVy1/ips7N3YiiUSUhZGzwghhJBZmNkson3LIHJlpH6VWQOOo0jaZTqKcuIRryASQtqNojuOIqXHGaPOjqLqWVCOolDOUTRLKHp9+nU8cewJAMDOvTtbvq7FQtbKwrRNAPMLRTv37sQZXWfgb9/xt1U9npBmQ6GIEEIImYWZzUAPhhDs6gIA6EH/omdCUctHzySjZ4SQzsCdeuY5ioSAZEdRVaTMFML6whCKdFVHT6AHp1PFHUV37r0TASWA9258Lx4++DBGE6NtWuHCJmkkvX/PFT3bM74Hz516Djece4Pn8mL5NWk3FIoIIYSQWRjZDLRgEOGcUOTn1LOKZdaeUMS3ZkJIe3Gnnnll1ooCsKNoTh47/BieOv7UgnIUAU78zHUU3b7ndvzFU3+BB157AO8/6/34xEWfgCUt/PiVH7d5lQuThJnw/j2X8HP73tsR1aP40NkfQm+wd97HE9IK2FFECCGEFCClhJnNQg8EEOpyPiT5OfVMURwhSNo2hFIgCtFRRAjpEPKOIid6BoXRs/n4xvPfwFRmCqZtLpiOIsAptD6dPo14No6vPPsVRPUoloeX4+bzbsa67nXYtmIbnj/1fLuXuSBxi6wVoVSMko0mRvHIyCO4/tzr0RXogswNtmD0jLQbCkWEEEJIAZZhAFJCCwQRzn1I8ttRBAC2bUMtKxT59lSEEFIXrlDkOoqcvjY6iuZiKjOF8dQ4ACw4R9Grk6/i0MwhAMAXL/8i3jn0Tu/+aCCK6TRFi3pwo2crwisqCj8/fPmHsGHjxs03AgC69C6oQqWjiLQd+tsJIYSQAsxsFoAz6cxzFPnaUZR3FBXhllkrfGsmhLQX4U09cx1F5SOzxEFKWfTBfiEJRQMhx1F0OHYYADDUM1R0f1gNI22l27G0BY8rFK3pWoOpzFQ+Yp4jZaZw9/67ceW6K7G2ey0Apzi+N9hLRxFpO3QUEUIIIQWY2QwAQAsEEM4VuWq5q+t+oFQQiiSjZ4SQDsGLnvXky6zZUVSZpJmEaZvY2LsRB6cPIqIvnOhZf7gfsWwMr06+CgBY172u6P6gFkTapFBUD0kzLxQ9f+p5pMwUInoEo4lRfPOFb+JE/ARi2Rh2bNlRtF9vsJeOItJ2KBQRQgghBRg5oUgPBrHhwu1IxmJQNf/eLgujZ0VI7wG+PRchhNSDV2adcxQJwY6iuXA/1F9/zvV48viTeOPgG9u8ouoZCA0AAF4YewGro6sR0oodtCE1hIyVacfSFjxuR9Ga6BoAzs9JRI/goZGHcN+B+7Cuex2u3ng1Llp5UdF+fcE+OopI26FQRAghhBSQj54FsGHrRdiw9aJ59qgNxROKrOI73NHTNBQRQtqM5yjqLYieSQpFlXCFosHoIL551TfbvJraGAg7QtGLYy/iwpUXltwf0kKMntVJoaMIcH5O1nStwe6x3Tij6wz84kO/KLtfb7AXx+PHW7ZOQsrBy5aEEEJIAWYmFz3zscC6kIodRYyeEUI6BK/MOhe/haKwy3oOXPdHX7CvzSupHddRlLbSJf1EABBUGT2rl9mOIvfnZPfYbmxdsbXifn3BPkbPSNuho4gQQggpwOso0pslFKkAKgtFLLMmhLQbr8y6h9GzalgMQhFQWmQNOI4iwzZg2RbU3PsXqY6kkYQiFKyMrATg/JycTJzEqeQpbFuxreJ+fcE+xDIx77ZhGfjqs1/Fji07vNJrAPjWC9/CvtP7vNsrwivw2d/6LHRFx7eHv41LVl1S1iXWDk4mTuKrz34VGSuDzf2b8fELP97uJZF5oFBECCGEFFAYPWsGlaJn0iuKpaOIENJeut76FlhTUxCus1KIfDyWlOC6P3qDvW1eSe30h/u9f5cVilSnsyhjZRBRFk5JdyeQNJOIalH0hRwBcSozhd1juwFgTqGoN9iLtJVG2kwjpIWw7/Q+/ODlHyBuxPGlt3wJAPDK6VfwD7v/AWu71qIr0IWslcXjRx7HJasuwdrutfj75/8eN5x7Q8cIRb86+is8PPIw1kTX4PEjj+Oq9VfhnP5z2r0sMge8bEkIIYQUUFhm3QwqRs/A6BkhpDOIbN+O1X/xecdJBDgdRZx6VpGFLBRFtIgnBm3o2VByv1tuzZ6i2kkYCYT1MHoDzs/FVGYKw2PDCKpBnLOsskji/hy5P1eHYocAAA8efBDjqXEAwB377kBYC+NH7/8R7v7tu3HvB+7F+u712Ll3J3bu3QkAsKRV5ujt4VDsEEJqCD9+/48R1sK4Y98d7V4SmQcKRYQQQkgBzXYUzdtRpFAoIoR0GIrIv0aREqYz04jqUeiK3u6l1IwQAgPhAWhC80qXC3FFJPYU1U7SSDo/F6qOqB7FdGYau8d2Y8vAFuhq5Z8VN8LoRhpHYiMQEDBtEz96+UcYT43j56//HNecdY0nKilCwY2bb8Tw+DAePPggAMC0zSZ/hdVzKHYI63vWoy/Uh2vOugY/f/3nnuhFOhMKRYQQQkgBzS6zzkfPZglFuduCjiJCSIchhMKOojmYzkwvyH4il/5QP9Z2r4WmlLaSBFXnvbCco+iuV+7CfQfua/r6/OSl8Zfwpae/BNkC4TNhJhDRnLheb6AXD488jD0Te7B1eeUiayAvFLmOosOxw1jbvRZXrL0Cd+y7A7c8cgsM28BNm28q2u+Db/ggugPdEEIgrIU7Tihyo403bb4Jhm3glkduwR88/Af4g4f/AJ/+908jY2XavEpSCIUiQgghpACvzDrAqWeEEALAiZ6xo6giU5mpBRk7c7lu03XYsWVH2fvc6FnGLP0Qf9crd+HLu76MeDbe1PX5yd88+zf40Ss/wmhytOnPlTJSiOpRAMC1m67Fuu51uHjlxXj/We+fcz/3Z8l1FLlunI9f+HFsGdiCnkAPbrngFmzo3VC0X0SP4M+2/xk+ceEnMBAa6JjomWmbODpz1BOKNvRuwC0X3IKeQA8M28BEegIPjzyMA1MH2rxSUgjLrAkhhJACjDZFz7yrm4LXcAghHYYQADuKKrLQHUW/c/bvVLzPi56VcRQljAQSRgL3Hri3otDUSeyb2IdnR58F4MS5VkVXNfX5EkYCq7tWAwBu2XoLbtl6S1X7FXYaSSlxKHYIFw9ejM0Dm/Hdd393zn3d7+UDrz0Ay+4Moeh4/DhMaRaVpf/JxX/i/XvPxB5c/7PrMZoYxXkD57VjiaQMPBslhBBCCvAcRXqzp57RUUQIWSAogtGzOVjojqK58Mqsy3QUJc0kAODOfXd2jCgxFzv37vR6pA7HDjf9+ZJm0oue1YI7JW06M43x1DiSZrLsRLq5UIUKU3ZG9GwkNgKg/FQ9ABiMDAJAS1xepHooFBFCCCEFmNkstECwaV1BQlUBVI6eCZZZE0I6DCEUllnPwVRmynOBLDaCWq6jqJxQZCSxvns9jsWP4fGjj7d4ZbUxkZrAgyMP4rpN1yGshT3xopBdJ3bhxl/ciBt+fgNu33N7w8+ZMBJe9KwWgmoQYS2MqcxUXmTprk0o0hStbR1FTxx9An/1zF95TmlXlKskFPWH+qErOkYTjQtF8Wwcn3r8UziZONnwsZY6FIoIIYSQAoxMpmmxMyDvKCoRitzbdBQRQjoNdhRVxLItzGRnPBfIYsONns0uGrZsC2krjas3Xo0uvQtPHnuyHcurmtenX4dpm7hy/ZVY173OGzlfyP2v3Y9XJ1/FaGIU97x6T8PPmTTqcxQBTk/RVGYqL7L01ugoUtS2dRQ9NPIQfvjyD/Gb0d8AcBxF3YFuLAsuK/t4RShYGVmJk8nGxZ2nTzyNRw49gqeOP9XwsZY6FIoIIYSQAsxspmkTz4B8R5E9y6YvGT0jhHQqCjuKKhHLxgBgQXcUzYUXPZvVUeTGzroD3bhg+QUYHh9u+dpqwZ0g1hfsw1DPUNno2fDYMN68+s14/1nvx5GZIw05clwhrR5HkbvO6cw0DsUOQVd0rIrU1qekifY5itwI2c69OwHkJp51D83p1B6MDPriKBoeGy5aA6kfCkWEEEJIAWY2C72ZjiJRaepZ7m+WWRNCOgwBdhRVwhUgFmtHUVAtHz1LGAkAzqStrSu2Yv/kfiSNZMvXVy2F36cNPRtwdOZokZAylXZiXltXbMVQzxBM28SJxIm6n88V0iJ6nY6iQC+mM9MYiY1gffd6qIpa0/6aorWtN2o0MQoBgceOPIbDscM4HDs8ryNqMDroi7ize2w3ADB65gM8GyWEEEIKMLMZaIFmOoqck73SMms3eta0pyaEkPpg9Kwi7gjzxeooCmthAKXRM1cIiWpRbFuxDba0sWdiT8vXVy2F36f1PethShPH48e9+11H1LYV27wunXLxtH8a/ifPKXMsfgy3PnIrTiVPlTzOFc3qFoqCvdg7sRdPHn8S63vW17y/qrSnzFpKidHkKN6z4T1QFRW/+9Dv4nji+LwdS6siqzCaGM27qyvwxae/iA/e90Hvz+8//Pve/7VhG97PIB1FjUOhiBBCCCnAKbNunqNIVOooYvSMENKpKEre9UiKKIw0LUZcR1HKTBVtdz+cR/Uotq7YCiDv5uhEpjPTCKkhhLQQNvRsAICiQuvdY7uhCAXnDZxXUSiSUuL2vbfjzn13AgAePfwonjrxFO7Ye0fJ8yXMnOOqzo6iazddiyvWXYG3rX0bbth8Q837q0JtS/Qslo0hZaZw/vLz8Zk3fQYXrrwQV2+8Gu/Z+J459xuMDiJrZ73fp0r88tAvkbEyOLPvTKzrXoddJ3fhgdceAADsP70fGSvjFGNTKGoYrd0LIIQQQjoJp8y6eY6iimXW3tQzXsMhhHQWQjB6VgnXqbJYp55pigZNaKWOogLHjBvn6mShaCoz5cUDywlBw2PD2LRsEyJ6BGEtjKgeLRGKDs8cxlRmClOZKYynxr0+nHv234M/2vZHRe6hlOEIa/V2FF265lJcuubSuvYF2hc9cwWawegg3r3h3bj+3Our2s/tYDqZOIllofKl1wBgWAau2HgFbrvkNkgpccPPb8Ad++7AR875iPfzd/kZl+O50eca/EpIVWejQoh1Qoh7hBDTQoiYEOInQoiqPXBCiM1CiLuFEONCiJQQ4hUhxCfrXzYhhBDSHMxsBnpLyqyLP3RJm44iQkiHQqGoIl73TWhxCkWAU2g9V0cRAGxdsRXDY8PzRofaxVRmynN99QX70BPo8YQgy7bw4viL2LZiGwBHGB3qGSoRigqFsN1ju7F7bDc29GzAjDGD+w7cV/RY9/+nXqGoUTShtWXqmdsNNBgZrGm/wajz+PmcQKY0oSs6AOf7tGPLDhyKHcITR5/A7rHdWBleiW0rtiGWjXV0Z9ZCYF5HkRAiAuBRABkAN8Mxnn4RwGNCiK1SysQ8+2/P7f84gD8AMA3gbABdDa2cEEIIaQJmNgtNb0H0zJp1AuedXFMoIoR0GIoCabZnglKnYdkWbv3lrTgycwQAMJOdgSpUdOvdbV5Z8wiqwYpTz9xo1bYV2/DAaw/gaPwo1nWva/qanj/1PP7Hf/wPmLaJN69+M75w+RfmfPx0ZtpzFLlC0P0H7sevjv4KlrSQMBJehA5wXEeuY8hleGwYES2CrJ3Fvx36N5xInMCfbf8zPDzyML7+m6/j+3u+7z3WdWDVGz1rFFVRYdhG0bY79t6BWDaGj1/48aY9ryv0rIrWNqXNFZZGE6P43H98Dm8cfCN+5+zfKXmcYRnQlLyE8a4N78LXfvM1fOaJzyBrZXHF2ivyx0qOYmPvxnq/lCVPNdGzWwCcCeAcKeUBABBCDAN4FcAfAvhapR2FEAqA2wH8m5Sy8Dv9WN0rJoQQQpqImc1Aa6KjSKngKPIKQBQKRYSQDkOho8hlMjOJXSd3YduKbV7XzTn958w5+nuhE9JCyJjF0bPZjplz+s8BALw+9XpLhKJnTjyDIzNH8KZVb8K9B+7FjZtv9NZQjqnMFN7Q9wbv9h9u/UP88tAvvdshLYR3rHuHd3uoZwgPjzyMrJVFQHUuHg2PDeOCFRcgaSTx4MiDAIBtK7fhopUX4a79d5W4qboD3di0bJMvX2+taEqpo+iJY09gMj3ZXKEoMQpFKFgeXl7Tfv2hfmhCwyOHHsGuk7tgSrNEKJJSFjmKAEBXdHz+ss/joYMPQQiB6zZd54l0FIoaoxqh6BoAT7siEQBIKQ8KIX4N4AOYQygC8HYAm+EISoQQQkjH07Yy69ztxfxhgxCyMBFC6dhIUauZSE0AAHZs2YF3b3h3m1fTGkJqqMRR5JZbu44Zd6rVSGwEV+CKpq9pNDmK/lA/vv72r+Nd97wLO/fuxBff8sWKj5/OTBcVjl+x7gpcsa7yOod6hmBLG0dnjuLMvjORNJLYP7kfv3+BM2XrxfEXoSs6NvdvRkAN4IIVF/j69TWKKtSSjiLTNktcRn4zmhzF8vDyItdPNaiKipWRldh1chcAxzk0G7ecu1AoAoC3nPEWvOWMt3i3j8Qct99ogoXWjVBNR9F5AF4qs30PgC3z7Ot+x0JCiKeFEIYQ4pQQ4htCiHAtCyWEEEJaQbPLrOedesYya0JIp6EokJKOIgA4nT4NABgIDbR5Ja0jqAUrdhSFNecjXV+oD73B3rIj5ZvBaGIUg5FB9AZ7cc1Z1+AXB3+B8dR42cdKKUuEovkoFL4AYM/EHljSwrYV27yI2uaBzZ7bqNPQFK1k6plhG02fhHYycdIrpq4Vt6cIQFlBy902nwi1MrrSWwupn2qkvn4Ak2W2nwZQuZLcYU3u7x8D+CaA2wBsB/AFAOsAlAYPCSGEkDYhpXSiZ010FFWKnnll1uwoIoR0GkIANh1FADCRdhxF/eH+Nq+kdZRzFCWNJMJaGKqietuGeoZwOHa4JWsaTY5iTZfzUfOmzTfhx6/8GO/7yfvQpXfhW+/8VlEMLW7EYUnL6yiqhqFeRyi67YnbEFADyFpZAMDW5Vu9fqaty7dW3L/daIoGUxaLQq1yFBVG/GphMDIIVagYCA/MKRTNdhTNJqgGsSy4bN5ibDI3tXnCase9LHqHlPJ/5v79uBBCBfBlIcRmKeW+2TsJIW4FcCsArF9f9XA1QgghpCEs04S0bejBUNOeQ+ROqmXJ2FpOPSOEdCjsKPJwo2dLyVEU0kKIZ+NF2xJmoqSoeah7yIsONZvR5CguWnkRAGBD7wb8r0v/F/ZM7ME9++/Bs6PPFglF7mS6WhxFPYEe3HbJbUUOqY29Gx3nlOzFn7/5z4viTp1GpehZMx1FUkqcTJzE5Wsur2v/3zv/93Dl+ivxw5d/2JBQBDjuJApFjVGNUDSJ8s6hSk6jQiZyf/9y1vZHAHwZwEUASoQiKeW3AXwbALZv387LF4QQQlqCkXGumAZCzRSK5o6eCZZZE0I6DKejiEIR4ETPNEVDT6Cn3UtpGSE1hHGrONaVNJIlo9+Heobw09d/ipSZ8iJpzSBlpjCdmS6arHXtpmvxYflhPHjwwZL423RmGgBqchQBwI2bbyy7XQiBj5zzkRpX3VpUoZY4ipodPYsbcaTMVM0Tz1y2DGzBloEtuGf/PXN2FFXTf7QqsgonEifqWgdxqKYIYQ+cnqLZbAGwt4p954LvOIQQQjoGI+0IRVoTHUUVp565t+koIoR0GorimR6XOhOpCfSH+pfU4IFyHUVJI4mIPstR1OPEtZodP3NLit0x6C7u2PvZz1+Po2ihoylaeUeRbJ5Q5HYCzf6+1Iqu6GUFLc9RpFbnKDqZZEdRI1TjKHoAwFeFEGdKKV8HACHEBgCXw+kcmosHAWQAvBvATwu2vyf397O1LJYQQghpJq5QpLfBUeRNFFpCHz4IIQsERs88TqdPL6nYGeAUVpd0FJnJ0uhZTig6FDs056j6RnEjReUEiaHuIQyPDxdtc4WiWh1FCxlN0WDJ1kTP4tk4rvvpdZ5QVK+jyEVX9LnLrEUVjqLoKkxnpnHxzouLtoe1MG6/+nac1XdWQ2tcClQjFP0TgE8AuF8I8Tk41xP+EsARAP/oPkgIMQTgNQBfkFJ+AQCklBNCiP8HwJ8LIWIAHoVTZv0/Afx/UsoDfn4xhBBCSCO0MnpW4ijyuqw59YwQ0lkIQaHIZSI9saSKrAGnHLjc1LNloeJ2Es9RNNNkR5ErFEXLCEW9Q3j40MPIWllvIpkbPVtKjiJVqCViiymbIxTde+BeHI0fxQ3n3oAVkRU4f/n5DR1PVysIRVb1jqJrzroGKTNV5KqaSE/gvgP34VDsEIWiKphXKJJSJoQQVwL4OoCdcMax/BuA/1NKWdhqJgCoKI2zfQHADICPA/g0gBMAvgJHbCKEEEI6BlcoamaZtVKxo8iNnjXtqQkhpD7YUeRxOn267qlOC5WQGkLGyhRtSxgJrO1eW7QtokewIrwCI9MjTV1PpegZ4IhVtrRxdOYozuw7E0BeKFpKvVIVo2c+C0WWbeHOfXfi4pUX47O/9VlfjqkpWlmhyI3NVVNmvTKyEn980R8XbTsweQD3Hbiv6ZPfFgtVTT2TUh4G8OF5HjOCMqe30vHSfy33hxBCCOlYvOhZM4Ui1Z16VqHMmtEzQkinwY4iAE5EeCI1seSiZyHNEYpsaUPJuV7LRc8AR6gZiY3AsI2qPtDXw8nESfQF+xDSSt+rh7odV9NIbMQTiqYyU+gOdEPNTR1dCqiKCgkJy7a8r9uwDVjSKvo+1oNlW7BzVcOPHX4Mx+LH8Kntn/Jl3UAuelamzNrdVk2Zddnj5pxIWStb/+KWEPX9LxNCCCGLEM9R1JboWe5TmMLoGSGksxDsKALgTHUybAMD4aUlFAXVIAAgY2W8aWblpp4Bzqj6e/bfg4t3XowPn/1hfP6yz/u+ntHkaMXC5PU96wEUF2pPZaaWVOwMyPf4WNKCCkcoct1Epm16sbxaOTB5ANf//Poih9kZXWfgynVXNrjiPPN1FNUrQAaUQNFxyNxQKCKEEEJytMJRVLHM2maZNSGkQxEKhSI4E88AoD+0tDqKXOdOxnSEIiklkmbSE40K+W/n/zesia7Bc6eew30H7sMfbfujhsuNZzOaHC3bTwQ4hdXLgsswEhvxtk1nppeeUJRz3RSKQn4IRcfix5CxMvjIpo9434NLV1/qq1urYvTMrj56Vg7XUVTOrURKoVBECCGE5GiFoyjfUVTcHQBOPSOEdCpC5CczLmFOp08DwNKLnqnOe6I7+SxtpWFLu6yjaF33Otyy9RYcix/De3/yXvzg5R/gT9/4p76uZzQxiguWX1Dx/qGeIRyKHfJuT2Wmlpy4p4qci0jmO4lcoaURR417jGs3XYvNA5sbWGFl5p16Vm/0LCcwZW1Gz6qB/nZCCCEkR9ZzFAWb9hyVo2fObXYUEUI6DkbPADhTkwAsveiZ5rwnupPPkkYSAMoKRS5ndJ2Bq9ZfhXv234Ox5FhJGXYtSCkRy8YQy8YwnhrHZGY2Zvg5AAAgAElEQVRyTpeSKxS5+0yll170zHX4uIXWUkpY0vl3I4XWhmxMrKkGXa3QUdRo9CznomJHUXXQUUQIIYTkMDNpQAhogWYKRXOXWdNRRAjpNIRQ8q9RS5jTKcdRtNTcKWHViZi5jiJXKIropWXWhXxsy8fwy0O/xJV3X4mgGsRDH34Iy8PLa37+bzz/DXznxe8UbVsdXV3x8Rt7N+L+1+7H5T+83Nv2ztA7a37ehYwrppQThxoRihqNf1WDruhFTii/npsdRbVBoYgQQgjJYWTS0IOhprp6lEodRSyzJoR0KooCKekoch1Fy0LL2ryS1lLiKDJzjiKtsqMIAC5ceSG+8rav4OkTT+NfXv0XjCZH6xKKDk4fxMrwSvzu+b/rrEcN4qr1V1V8/LWbrkVYC3siiSIUvHP90hKKvOhZmbhZORGmWtzjNdVRpOiwpV00sQ1oPHqmKioUodBRVCUUigghhJAc2XS6qbEzYI7omVtmDTqKCCEdhiIKXqOWLqfTp9EX7Gvqh+ROxO0ocuNjCSMBAAjrpWXWs3nPxvegJ9iDf3n1X5Ax64ufJYwE1nStwY4tO6p6fG+wFzdsvqGu51osFJZZA7OEokaiZw2KNdXgOoYM2ygWinJxNLeUuh4CSoCOoirhZUtCCCEkh5FOIxCa/8S3EYQQTjHs7DJrMHpGCOlQxNLuKJJS4lTyFI7Hjy+5ImsgP/WsxFE0R0dR0f6zyrBrJWkk5425kWK8jqImRc9aJRQVPbdsPPZWqSiblEKhiBBCCMlhZDJNdxQBTvystMzaEYqEQqGIENJZCLG0o2c/ePkHuOruq/DEsSewMrKy3ctpOUE1Fz3LCT2uoyiiVSfeuNG1eiM/STNZtShFHDRR7CgqFIf8mHrW1I4itbxQ5DqKGhGpdFVn9KxKlpZvkhBCCJkDI5OGFgo1/XmEopR2FLm36SgihHQaiuKZHpcih2OHEdbC+MybPoM3Dr6x3ctpOSWOoiqmnhUSVIqFplpJGAmEtea6fRcbs6Nnhb1EC8ZRNGvymR8iVUANUCiqEgpFhBBCSA4jnUIg3Hx7u5jDUUShiBDScShLO3o2k51Bf6gfH9704XYvpS3M7ihyo2e1Oorq7Siio6h23DLrxRQ986MfidGz6mH0jBBCCMnRyujZbEeRd7Ve8K2ZENJZiCXeUTSTnUFPoKfdy2gbrqPoWPwYXp9+HUdnjgKovaPIFZpqJWEkqhaliIPbUVRv9Cw2kcLkyQRS8WL3jScUifYJRQ05ilhmXTV0FBFCCCE5jEwaerA90TO4/R80FBFCOg2hQMqlmz2LZWPoDnS3exltI6SFoCkavvvSd/Hdl74LwHETVTt9KqAGANQnFBmWAdM26SiqEdd1U4+j6Mi+03jg714AAARCKnZ86TKEonnxRhFK0TQyv6nUUWTaJgSE55aqh4AaKIm0kfJQKCKEEEJyGOlWCUXqHGXWdBQRQjoMRVnSjqJYNoYNPRvavYy2oSs6vvfu7+FE4oS3bV33uqr3dx1J9QhFXnE2p57VxOwy60LRZT6h6PlfHkakJ4Dt792AX/1oP/b+x3Fc/O4hZ19pNtVNBMztKNIUzXE4NnDsrM2OomqgUEQIIYTkMNJp6C0os3aiZ1bRNpZZE0I6FaGIfI/aEmQmO7OkHUUAcOHKC3EhLqxr34ASgICoTygya5uwRhzmip7NJRRNHI/jyN7T+K1rzsQFb1+L154fw/BjR7HtneugqgoMy2hqPxFQuczasI2Gp61x6ln18LIlIYQQAkBKCSObaYlQVD565t5JoYgQ0mGI5jiKpJSwZjr/QxuFosYQQiCoBusqs3YnrNFRVBuzo2dFjiJZWSga/rcjUHUF571tDQDgwqvWITGVwYuPHcXY4RmYptl0ocg9frnoWbVxx0qwo6h66CgihBBCAJjZDCBlyzqKOPWMELJgEKIpHUXpVyYxcfterP7sJVC7A74f3w9M20TSTFIoapCAGkDaSte8nxs9Y0dRbbjxMMsu7Siq1NEjbYn9u0ax6U2DCHc5v49D5w+gbzCCX99zwDnuJSugRdsYPWsw9qarOrKZzhenOwE6igghhBA4sTMALYyelS+zbiR7TwghTUFpztQz42QCsCXsVP3juptNPBsHAApFDRJSQ3VFfpJmzlHE6FlNzBk9q+AoyqRMmIaNgTO6vG1CEbjmkxfivR/f6mxIqy2Lns2OyBmWQUdRC6GjiBBCCIEz8QxAG6ee0VFECOlMRJPKrK3pXBTJ7tz+o5nsDACgJ9DT5pUsbIJasC5HkRs9o6OoNrwya1l9R1E64QgowVmOoe7+ELr7QxCKgG3JhnuC5sObejbL+WRK05eOIgpF1UFHESGEEIICR1ELhCKlzNQzL9bBqWeEkE5DKGiGlGNNOw4T2cFCUcyIAaCjqFHq7iiio6guXEeRZVuwbYnUZPVCUShaXoxRVAFpoflCUaXomQ9F2rrCMutq4dkoIYQQAiCbE4oC7SqztukoIoR0KE2KnlmxzncUxTIUivwgqAbrm3qW6yhimXVtFDqK/vNnBzHyTwpUu3xJtEsm4QhIcwpFNlo39axMR1GjIlVADVAoqhIKRYQQQghaGz0r31HkjT1r+vMTQkhNiCYJRVM54aBzdSIvekahqDHqFYoYPasPb3JYxsKL/34U0hRQ7fLdPy7zOYpUVYG0ZNuEItNufOIaO4qqh0IRIYQQAsDIOCewrSizLjv1LPdJSSgUigghnYUQSoGY7Q/StGHHnQ9snRw9Y0eRPwTV+jqKEkYCilAQVINNWNXixY2eJfaonlNIkcUF17NJ534fQ11zR88anTw2H25HUUmZtQ+OIl1hR1G1UCgihBBCUOAoaln0zCra5jmMGD0jhHQaue406aNYZMUK4h8UihY9QS1Y99SzqBblRNAaUYUKSIHEc/lzGtV2hCJjXMHI8DiOvny6SKRNJwxAAMFweSGo3dEz0268zJrRs+qhUEQIIYQAMNIpAB0QPePJMCGk03Cdjj7Gz7x+InS2oyiWjUEVKsJauN1LWdCE1BDSZn1Tz8I6/+9rRVM09CdXwZ7UsPoNvQAKHEX3rcXPvzWM+//2BRzdP+ntk04YCEa0is7mlgtFVmlHUcNl1qoOS1qwZl2sI6VQKCKEEEIAGOlc9KwFQlHZ6JlXZs23ZkJIZyHcaYx+CkXTBX01HSwUzWRn0B3opqOlQQJqoO4ya/YT1Y6maNDsAABnvD2QF4qQUbBh63IAQGws5e2TThgV+4kAQFEVwBYLusy60rFJKTwbJYQQQlAYPWt+D4JQ1JLomdfmys8ihJCOw3lh8jV6NlUQ/+hcnQgzxgyLrH0gpIbqK7M2k4honHhWK6pQPWFICzh/K1KFIhUICCxf2wUhgPhk/nuSjs8nFAnAFg2LNfPhFXE3I3qmOOJZ1mb8bD4oFBFCCCFwomeKqkHVmnsCBDjRsxJHkXTLrPnWTAjpMJrsKGpn9ExKiedGn6sogsUyMQpFPhDU6p96RkdR7WiKBkU6v7dawPlbkSrCatTbFukJID6V/55kkmbFImvAFYqaHz0TwnEtlXMU+RE9A0pjbaQUno0SQgghcKaetcJNBLhl1sUfuFhmTQjpVLzOEj8dRR0SPdszsQc3P3Qz7jtwX9n73egZaYygGkTGpKOoVVRyFEWEIxQpqoKu/hASk/neqPkdRa2JngG56WSzO4oswxN66sV1FDF6Nj8UigghhBA40bNW9BMBFTqK3M9JFIoIIZ2G8N9RZMayUFz3QhuFoonUBABg576dZV1FM9kZTjzzgaAahCnNiqPZK5EwEojoFIpqRQgBTTq/X3rOUaQjgIBwhBJFFejqCxZHzxIGQpHKQoyqCcBSWicUzY6eSX+mngHg5LMqoFBECCGEADDSaeih1kxW4dQzQsiCIhc987WjaDoDdVnI9+PWStyIAwBenXwVz5x8puR+Oor8IaQ63+taP6BTKKofXTiiiusoCiCAABzntKopiC4LYmYyAyklLNOGkbEQ6qosAimqgJDN7ygCygtFhuVD9Ixl1lVDoYgQQgpIvzaFxK6T3p/0a1PtXhJpEY6jqH3RM0jnNifrEEI6DvdlySdHkbRs2DNZaH2519w2OooSRgIAENbC2Ll3Z8n9M8YMunUKRY3iOjnSVnqeRxaTMlOIauwoqgc15yjS9LyjSEehoygEM2Mhm7aQTjjCSadEzyp1FDU89SwXXaOjaH6a/10mhJAFgpQS4999CbAKTlhVgTO+cDmEyg/vi51sOoVAixxF5aNndBQRQjoT4XOZtZ0wAQmoPYHcBl8OWxeuo+j6c67H9/Z8DwenD2Jj70YAjoMhZaboKPKBkOY4imrpKbJsCykzRUdRnWizHEU6At7FKEUV6Op3hNr4ZNqLvwfnmXombAWaaFP0zMepZ3QUzQ8dRYQQ4mJJwJLoumItVn32EvS8ZwNgSdgJvpksBdIzMwh1tebDQLnomRe94NQzQkinIfyNnkkr56AMOh9g2zn1LJ6NQxEKPnbex6ArOu7cd6d334wxAwAUinwgqDqiRC2Tz1JmCgA49axOdBQLRRp0z1Gkqgq6+lyhKJN3FM019UwREFJpuFC6GnS1TJm1j1PP6CiaH56NEkJIDmk6J65qlw6tNwh9ueMuseJ8M1kKpOIzCHe35sNA2eiZTUcRIaRD8XvqWc65KzTXqdTe6FlUj2J5eDned+b78MBrD2A6Mw3A6ScCgJ4gy6wbxe0oqkUoKowFktpRpSOquNEzRyhyhBJFFYguc4SixGQGmYRTMj5f9KxdjiIppS/RM9dRlLV5bj8fjJ4RQkgOVyhyT1zdaSx2nI6ixY6UEumZWMscRUJRK0fPQKGIENJhuAK2jx1FACB0/0uyayVuxNGldwEAdmzZgfsO3IcvPfMlXLD8AowmRgGAU898oJ6OoqSZBEBHUb1ouY/6mjf1TIeCfPQs2hcERC56lmNuochxFLVj6pklLQBo+Lndn8Nap+8tRSgUEUJIDmkWX+FUupw3EzqKFj9GJg3LNFscPbOKN7pl1gqFIkJIZ+F2FJU4IetEuo4i3XUU+XLYunAdRQCwadkmXLH2Cjx48EE8ePBBAM4H03Xd69q3wEWC21FUS+QnaVAoagTNLbMO5qNnqsyd42oKVFVBpCeA+FTGi6fNJxQpttoWocj9d8Nl1gqjZ9VCoYgQQnK4jiLkhCKVjqIlQzruxAvC3a25alwueiZZZk0I6VRyHUVNi551iKMIAL5x5Te8gmvA+WDJ6FPjuB1FabN2R1FEY5l1Pai5j/p6QUeRmmueUXJDWrr6gohPZhCK6FA1xXMflUOogNIqR9GsjiLXAcSpZ62DQhEhhLh40TPnzVMEVUATsCgULXpSM45QFGpRR5FSNnrm3dmSNRBCSNX43FHklld70TOrjR1F2QR6Q73ebUUojJo1gXrKrN2OIjqK6sMVilSvo0jzhCJVdf7uWhbC5GgSXX1BhKKaNxWtLIqEIlvnKCqckOc6ihqOnnHqWdVQKCKENIw5kUJy9xgggdC5/Qic0TX/Th2I11GUe/MUQkDtCsBm9GzRk84JReGWdRSVK7PO3aajiBDSYbjRM786iuB2FGmO06HdjqK13Wvb9vxLhWqFoiePPYkXx18EALw69SoAIKzT0VUPmix2FKlSh577XXMdRdFlQRzeOwEh5p54BjjGQkWqDbt6qqEkepZzFzU6cc2LnrHMel4oFBFCGmby/teQ2T8JAMgencHym89r84rqwxOK9LyjQ+nS6ShaAqTiMQBocUfR7A9cuSvsLVkBIYTUgvPK5NcY+07qKIobcTpWWoDbUTSfUPSFp7+AY/Fj3u2+YB9Whlc2dW2LFQW5yFkuTqZJDSqKhaJVG3vw4uNHcfp4AudeumqeA7bWUVQoFJnSn+iZW2bN6Nn8UCgihDSEMZpAZv8ket41hNS+ibbaxxtltqMIANSuAKxY9TZpsjDxHEUt7CiqOPWM0TNCSKfhvi5Jn8usNbcku43RMyNR1FFEmoM39WyejqJYNoaPnvNR3HbJbQCcKKAi+L5YD6rUICGhaq5QpEPLnWu42zZdsgpv2D4ISDnvMA2ZE4pa5SgqnEzmOoo49ax18LeOENIQ8V8fBzQF0TevdgSWNp7sNYo39azQURTVWWa9BHDLrENdrfmwULbMmtEzQkiH4n2A9C16NttR1J5zB9M2kTJTiAboKGo2IXX+qWdSSqSMFLoD3dAUDZqiUSRqAFVqkML23EMqNK+3yN0GAIoioKjK3P1EAKBIqFKFKlpUZs2pZ22Fv3mEkLqxEgYSz51C9OKVUKO684qygIUit8waBW+earcOK2HkJ1KRRUkqPoNAOAxVa/5VMsCJntmWVbzR/RGjUEQI6TQUf6eTSWtW1LvB4z52+DGMTI/UvJ9blkxHUfPxHEVWZUdR1s7ClCannPmEChVSsSEU4TiLpAZVOnG0QqGoahTn91RrQShJV5o09YwdRVVDoYgQUjfZIzOAaSNysZMdF4poq328Ucp2FEUDgCUhU7SoLmbSMzGEulo35aZsmbX7QYlCESGk0xA+R8Tc46iNdx9lrAw+9e+fwh377qh5XwpFrUNTNGhCm7OjKGkkAQARnUKRHyhShRQ2hBCQwoYKFap0HUW1ywC24py3qHbzhSJN0co6ihqNngkhnGNbTAvMB4UiQkjdyKzjiFDCuRdtRSxoR5EnFGkFHUXdzpUHFlovblLxmZbFzoBKQlHu549CESGk03BflvzqKHKj3qqSO3eo/1j7JvbBsA3EjXjN+7r7sMy6NQS14JwdRa5wx++HPzhCkfO7ZisWFFkoFNXjKMoJRa1yFDUhegYAASVAR1EVUCgihNSNNIqFlYXvKCou1wScqWcAYMf5hrKYSc/MtKzIGshFz2Z3FElJNxEhpCMRbvTMp44iVygXqgAUNBTv3j22G0BeZKgFOopaS1ANztkNkzRzjiJGz3xBlRpsxbmoawsbisx3FKlaHY4iYXvHbTazO4r8ip4BTgySHUXzQ6GIEFI3JVEtRXgFlQuRso6iLidTT0fR4iadmEGoq7tlzycUtXz0jBPPCCGdiBs986uvz8pHz4Ro7NxheGwYAJAyUjXvG886jqKuAIWiVhBUg3N2FLnRMzqK/EGRCmRO3JHCcoqoG+gokp6jSPVvkRXQRHOiZ0DpRDVSHp6REkLqZvE5ityvp2AShOcoolC0mEnNzCDc3UqhSIGUdvGHLpuOIkJIh+JOPfOtzHpW9IyOoiVBUA2yo6iFKFKFLVxHkRM9U+wGhKIWO4psacOynfW7nUK6SkdRq6BQRAipm7yjKHdlQV3YHUX5qWcF0bOIDgjAYvRs0WLbFtKJeEvLrBXFvTpf4CqSkv1EhJCOxO/oWaGjCA1cZDqZOInR5CiAfGypFmaMGQB0sLSKkBaaUyhKmI5wx+iZPwipeHExS1hQbCUv8tShAsic6NQSoSgXMXOdRKZ0HECa8MdRVOhWIuWhUEQIqRvXUQTXgSNEfsT3AkSa0rHBK/kP60IRUKI6HUWLmEwiAUiJcIvLrAEUx8+kTUcRIaQzEe50Mp87ihThpNrqFIpeHH8RAPCGvjfU5yjK5hxFjJ61hIAaQMako6hVFDmKcmXWQqqwYcOGVfPxvI6iFpVZA3mhyE9Hka7qdBRVAYUiQkjdSNMGNMVzQSyG6JkoU+6ndulIvzqJ0/fsh3Gq9iuWpLNJzThXlEMtLLN2haLCQmuWWRNCOhbhOop8ip6ZxY6iei8y7T61GwElgItXXuyJDLUQN+IQEAhr4foWQGoipM7jKOLUM19RpOIJRRZMCKl62+rp6LFzHUWK3XwJoZKjiFPPWgeFIkJI/Rh2vsgaWBRl1oX9RC6hLQOABJLPjiI1PNaGlZFmko47QlG4hWXWSllHEVhmTQjpTDynrU/v8bYEFKfIWoj6LzK9MvkKzl52NnqDvUiayZrLthNGAlE9CkXwtbcVzNtRxKlnviIKhaJc9EyxVdiKVVf0yj2WIptfZu06h1wnkeco8mnqGaNn88NXRUJI3Uij2IEj1MXpKOr9Lxuw+rZLnBG+C1gII+VxhaJQi8usgVlCkc3oGSGkM/G7o0haEsIt01Xq7zc8HDuMDb0bENEjsKQ1pwhRjrgRp3ulhczXUZQ0klCFiqAabOGqFi/CVmAJC7a0YQsLQiqeeFSfo8jZxy3EbiYl0TOfp565whOpDIUiQkjdSLOMo2iBC0UoIxS5CFXxCrzJ4iE1EwMAhNtQZm3bs8qsW7YCQgipAVFG3G4Ey3ZiZ0Dd5w5pM40TiRMY6h7yHCi1FlonjAS6A627SLDUCagBpM10xfsTRgIRPcLBDj5RGDOzhQVhK1BsBZYw6xKKLDj7CNmG6JntX/SMHUXV0fwmKkLIokUaVpFQtNA7ilDBUeShKQs6WkfK4zmKWhg9K+sogmT0jBDSmbgf3BsYY19IoaNIKKKuwx6ZOQIJiaGeIe/DZMJIoD/UX/LYeDaOv/7Pv0bCSGBVdBU+vf3TUISCeJaOolYSUkNzfkBPmknGznxE2AosmEVCkbCdSWhu508tWO7UM7TOUTR1KolH7n4J8clenGe/xbeOIkbP5odnpISQupkdPVv4jiI5p1AkVEFH0SIkk3SuQAcjrTs5FYpzklUoFEmbZdaEkM7Emwbqm6NIAmru/VagrnOHw7HDAICh3iFP7KlUaH3X/rtw34H7sG9iH3bu3Yknjj4BwBGWunROPGsVPcEenM6cruhmcTujiE9IJ3pm2AZsxYKQwoue1RO9cjuKRAvLrF/712m89sIYrCMhbDt+pT+OIkVnmXUVUCgihNTNYoyezSkUaYyeLUaMTBqaHsh3cLQARXWjZwXjaTn1jBDSqbivj745iuy8+FSnG3kkNgIA80bPDNvAD/b9AJesugQP/M4DWBlZiZ37dgJgR1Gr2dCzAaZt4kTiRNn76SjyFyEFbGE6QpGwAFsBbAFbqTN6JnLRs1YIRaqOaKYXp15M44K3rQXOnIEiVV86igJqgNGzKqBQRAipGzlr6tlCj55J086Xa5ZBqIJl1osQM5uBFgq19DnLRs+kZC8DIaQz8TqKfBKK7OLoWV2OopnDGAgNoCvQhYieE4rKOIr+9dC/YjQ5ih1bdkBXdNxw7g145sQzeOX0K4gbcXQF6ChqFeu71wPIu8FmkzSSFO58xC2zNiwDlrAgbNFY9AwtFIoUHeeNvhVSAluvXAtbWFBt1ZfzJE49qw4KRYQsEeyMicmfvAor4d8LY2n0DE1xFGVNG3/64xdw83d3eX++88Trvj9PiUNqNpoCdLijKGkk8ZdP/SXGU+N17Z89Hsf0IyM1jxheyBiZDPRAayesKGWiZ5CcekYI6VDclybZhOhZlULR91/6Pn519Ffe7ZHpEQz1DAGAJxQljETJfnfsuwNDPUN429q3AQCu3XQtwloYn/73T+N06jSFiRayoXcDgLwbbDZJI4mwHm7dghY7toAUNlJWKucoEhC2qHvqmdtR1Ioya9XSsGX0MvSdo6BnedgRiqQ/9cqcelYdFIoIWSKk908iseskMgemfDvmbGFFKAKQ/l1xdDk4nsBPnj+Gw6eTmEoZGD46hdufOuTrcwBwRCB1nuhZhzuKnjnxDO7afxf+8+R/1rV/as8EZh49ApntbEHMT8xMBlqwtUKRKDP1TEqWWRNCOhMvmutTR1FhmTWqLLP+/p7v46+e+StYucjuodghTyjyOorKRM/2TezDO9a9A0rOFdUb7MWfXPQn6A50Y8vyLXjrGW/14Ssi1TAQGkBUj+JQrPw5HDuK/MUVhTJmxhOKYIvGp561wFFkxxWEzCi6NuVuKxYU6U+JNjuKqoNTzwhZImQPOZOd7Lh/L4xly6yBXIeBf86IWNpR/b/wgfPw1rNX4DP3DOPx/ad8O76LNOWcjiInetbZAsrusd0Ayl9VrYrc12enDCjB5k+16ASMTBp6u4Qiq6CjiGXWhJBORfE3egbLBtzoWZVl1hkrg4n0BB498iguXX0pJtITeUeRVt5RZFgGDNsoKay+actNuGnLTT58IaQWhBBY372+cvTMTCKqUSjyDZkTiqxiocjOFVzXiikM77jNRrEdmcJWnfMkS5jQfHIUBdQAHUVVwEuXhCwRskccociK+xg9K1dmDfgeP4ulnDX3hJxJB0FdQaYJEbD5yqyhdn6Z9fD4MIDKk1/mw3VM2YnarzQtVMxspuVCkVKho4hCESGkIxGFF4Iax3EU1RY9y1gZAMDOvTtxaMZxpJQ4ima997kOI7pUOocNPRvmjJ65MULiA7aALWykzBRsYQM2AEvAVuqLnplwzselNc8DfUCxnYuVtuqs0xImFKnA9uEzhusoWko1C/VAoYiQJYA0bWSPuY6i5nUUuRNM/I6euY6innBOKNIUZIxmCUVzlFlrwulVqINj8WO49ZFbcfODN+Nvnv2bepc4J6Zt4qXxlwAACbNeR1FOKEounSstRiYDrcUdRSyzJoQsJLzomU8dRdKS3sWlagZh2NKGYRsYCA3g+VPP47NPfBZAXijSFR2a0EqiZ67DiEJR5zDUO4QTiRMlU6cs20LaSiOiR5BNm/jFPwzjJ1/9DR76xxdhdfhFuo7FLnAUKRakLSAb6ChyhSK7BTUMwnJec3568AHc/ODNeD3+eu65G/9ZCKgBAMDND92Mf37xnxs+3mKFQhEhSwDjRAIwnRd1y8/omWlD6AXxJNdR5PMbSCzlvJn1hBzLaVBTkTEt368EzOcoEg04iobHhvHUiacwEhvBnfvubMpVjANTB5AyUwCAlJGq6xhutM5OLiFHUab1jqLyHUUssyaEdCjCvRDkV5l1wYWZXL/hXLiiwofO/hDeNfQurAyvxPvOfJ9XjiyEQESPlETPXIcRC5I7h6GeIdjSxtGZo0XbXZEvokXw8lMncHD3ONJxA01ewekAACAASURBVK89P4bpsfrOaZY8NmALC2kz7UTPrPy2eqJnhicUNV+4W6b3AwB6Iz3QFR0DkWXOc5uNnz9ffsbluGzNZZhMT+KbL3wTY8mxho+5GKFQRMgSIHM4BgDQVoZ9cxRJWwKWLHLguMWUfjuKplPFjqKQrsCWgOnz80hTOpPNKiA04TymDtyT3PdufC8M28Dp9Om6jjMXw2NO7EwRSt0dRXKJOor0YKilz8noGSFkQSHcMmufome29FzIqKKjyI2d9Yf68bW3fw3fefd38OW3fhm6onuPieiRkuiZ665l703nMNTtuMBmx8/c711EjWL3o0cxuLEHb7nubABAxseJvUuKouiZBWk7sTFrATiKkHMU/d+XfRbfefd3cP15H3U2+yBSnTdwHv7xXf+Ib131LVi2hR++/MOGj7kYqUooEkKsE0LcI4SYFkLEhBA/EUKsr/XJhBC3CSGkEOI/al8qIaResodnoPYGEFjTBcunN1uZi36VdRT5fKEhljIQCajQc30GQc15Tj97iqSUwHwdRZrilT3XijtdYV33OgDAaHK0ruPMxe6x3egP9WN1dHXZyS9V4QlFS8dRZGTbN/WsWCgCp54RQjoTb1iFX44i6U0ZrSZ65l5scSMj5Yhq0ZL3Pk98YO9Nx7C+x/kIOXvymReZP9SF2FgK265ah1CXIwSmKRTVhcy5h9wya2nnt9UlFInWOYrcuKGa60JVcq8XfjiKXNb1rMPb170dd++/G2kz7dtxFwvznpEKISIAHgVwLoCbAewAcDaAx4QQVcvzQogzAXwOgP+jipYI0w+NIPXSeLuXQRYQM/9xDKN/9xzSeycQWN8DpSsAe8af6JkbwSoss25mR5FbZA04ZdYAkDF8bNPLCSRzdhSpSt2OIne6gicUJfwXiobHhrF1xday9vtqcb93i8VRNJ4ax80P3ozrfnodPvnoJ72xyoWYmQz0FncUuWOaC6NnsG0/hwUSQohv5DuK/Cqztj0XcjVl1q6jKKhWfq0u5yhyb7OjqHPoDfaiP9SP7+/5Pv7rz/4r9kzsAZD/XiWeD6CrP4izLlqBUJRCUUPMFoosAFZOKJKOUPTMiWfw0Z99FNf99Dp896Xvznk411FktcBRZOUuSKu583L3bz8cRYXs2LIDU5kp/OLgL3w97mKgmkuXtwA4E8AHpZT3SSnvB3ANgCEAf1jDc/0DgDsB7Kt5lQQAkNh1AskXKRSR6rBTJmKPjECaNoJnL0PXpWugdOmQhg0707jA4jmKCh04TZt6ZqInnB+JGcw9p6+OIrPM1zMLoQmvw6dW3Cx4sxxFUkocjx/Hxp6NZa+qVs0i6yj6wb4f4PlTz0NA4NEjj2IsVZpDNzLtcBQ5rjhZKFxJCUGliBDSiZRzQTaCJQFXKBJiXgHKdRTNJxSVdBQV9N6QzuHWrbdi64qteHnyZTx88GEAjlCkWjqSh4FNbxqEoip5oSi+OM5JWom0JSCLo2eQgGXKoqlnP33tpzg4fRDjqXE8dPChOY9pShO2sFsSPTON5juKAGD74Hb0Bnuxd2Kvr8ddDFQjFF0D4Gkp5QF3g5TyIIBfA/hANU8ihLgBwMUAPlvPIomDnbUXzVV+0nwS/3kSMmuj//pzsfxjWxA8sxdql2PZtn0otJY5N0+howitchQ1I3pWjVDUgKPIPcldFV0FTWi+C0UpM4WsnUVvsLfsVdVqWUwdRWkzjbv33423r3s7PnHRJwAAJxMnix5jmSZsy2x5R1HZ6Bkko2eEkA7F3wtB0sp3FAl1/uiZ6yiaK3oW0SIVp54xetZZ3Lj5Rvz9lX+P8wbOw+6x3QCc79WKxDpIG1h1Zi8AQA+pUBRBR1EduGKOLJh6BgBWVhZFz3aP7cZvrfotXLbmMkxlpuY8pmmbkMJqiVBku9Gz3Hm5+7ffjiIhBFZFVjXF6b/QqeaM9DwAL5XZvgfAlvl2FkIsA/B1AP+XlNL/9tYlgnSaexfNVX7SXKQlEX/yOAIbexE4o8vbruSy3pYPhdauYFIcPcv9oxlCUbhQKHIdRf5Fz7yvZ86OIlF3R5HrKAqoAayMrCwRLBplOjMNAOgL9iGqR30os174rzU/e/1nmMpMYceWHRiMDAIodXKZWefDR6unninlpp7ZLLMmhHQmwueOImnJ/PutwLzdhtVEz8q999FR1NlsXbEVeyb2wLAMJM0kBuNO0fXgRkcoEkIgGNWQXgQXr1qNK6gUTT2DE+lyp55NZ6YxEhvB1hVb0RvsnVcoMmwDUrFb0lHkOoo0z1HkvAb57SgCgMHoYFO6Qxc62vwPQT+AyTLbTwNYVsX+XwGwH8D3q18WmY3r3lgMV/lJ80m/PAFrKoO+3z6raLuaE4r8mHzm/kyijKOoGdGzN6woiJ55HUX+O4rmnHqmKvnH1UjWykJTNChCmfcN6cu7vowze8/ER875SNXHd9/c+4J9CGvhxqNnqYUnFD1/6nl8/snPe1fJxlPj2Ny/GdsHtyOWdSb/zb5iZGScDx9aizuKypdZy/zvECGEdBI+Rs+evv81rMmY+dc7RTgDJeagmjLriBZByiweo54wElCEgrAWbmzRpClsW7ENO/fuxP7J/UgYCQzObER0QEekJ/99DkV1ZHya2LuU8DonhY20lYYt7Nz2/NQzd1ruthXb8MLYC4473cpW/D1zHEWtiZ5ZLXIUAcBgZBAvjZfzxSxtqhGK6kYI8VYAHwNwsZzvHaB4v1sB3AoA69fXPFxtUSIzi6s3hDQXc9xp7g++obdou5KLnlm+RM9Ko1pNLbMONzd6Bi96NleZtQDkrLG+VWLYBgKK8/+/KrLKK28sx/0H7oeqqPjts3676pNbVyjqDfb65ChaeCdlu07swuvTr+PqjVdDQEAIgY+e81EIIdAT6EFYC+NkstjJZWSc35VWO4rKCkW2zY4iQkhn4lqGfXh7f/XZU1ht5sushRDeQIlK1O0oMpKIaBHnOUjHsW3FNgDAC2MvwLBMDM5swOC2nqLHhLp0Rs/qwBVzrFmOIgCeo2h4fBiKUHD+8vMxEhsB4JxProysLHtM0zYhFdkaocgoFooUrXmOolXRVTidPo2MlZnzNWapUY1QNInyzqFKTqNC/hHAPwM4KoToK3hONXc7JaXMzN5JSvltAN8GgO3btzf/J3EBILPOL7fMWJDzjfAmS558345atN1PRxHKTD1rhqPItiViqdkdRc2InuW+HnWu6JniPVYE1MqPK0PWykJXna9hMDqIR488CillyclrPBtH3IgDcAoGq3UVTWfz0bOIFkHKSJU9/ry4V6BSZl2CWDuZSE+gO9CN//22/11ynxACg5HBEkeRmXGjZ63tKCoXPQMYPSOEdCZ+Rs9s03Ykcff9VvGvzDpjZWDaJjTF+YiTNJOMnXUwq6KrsDKyEsNjw1gvzkLU6MWas4o/doaiOmLjqQpHIJXIdxTZyFgZWCJvNnDLrHef2o2z+85GRI+gN+hcXJ7OTM8jFNlef1AzsUwJRRXea4+qNtdRBACnEqewrmed78dfqFSjNuyB01M0my0A5qsH3wzgj+AISu6fywG8Offv/171Spc4drZABV6AkRDSWqRpAwryo2dzCE2BCGkLylGUyJqwJWZNPcs5ipoQPSsSvmbhfa11XEkpdBQNRgaRsTJer1AhbiRNFSp27t0Ju8qT8um0cyzXUWRKE1m79u+z6yiCXHivNafTpzEQGqh4f7nInxc96wBHkZQssyaEdCiuiO1D9MwybQiZP0cRiphXf0pbjvtzvugZgKLodcJIsMi6w9m2Yht2j+1G9rjz/rf6zL6i+0NRHWlGz2rG9qJnVn7qmXufsJC1snhx/EVsXbEVgHOhEcCcPUWGbQCKhNUiR5FacE7e7I4iACWu86VONY6iBwB8VQhxppTydQAQQmyAI/jcNs++7yiz7W8BqAD+GMCBMveTMshCoShpQO2u/EbZqaQNC9f9v0/hZCyNvrCOe/77ZegtiBMR/5BGZdeZ2qX701HUIkdRLO2IFYU/K15HUZkrGrvuvwfP/eJ+QAhccePvYfNby70MlVKNo8g9qa2np8iwDe8Ed1V0FQBHFOoLFZ8QuY6Xazddix+/8mM8feJpXLbmsnmPX9hR5J4UJ41k7Rbagis1VsLA//HkH+PDmz6Mdw29q7bjtIGJ1AT6Q/0V7x+MDGLXyV2QUuLWX96KA1MHsHo8hDdChd6mjqJ01sR7/+4JjMUz+NNXTmF7S1dBCCFV4onbjb+/W6aEUEX+YpaCec8bqnEURfUoAOe9ryfQ4/2bQlFnc779Jqz898sgrCgsxcDA2q6i+4NRHWlWb9SMWzhtKxaePvEsNoht3n1CAXbu3Ym0lfbif4WOokqY0oQULYqembYXOwMKOoqa4GYqN/DkKw+/jLuePQpVCPzlB8/Hu7YM+v68nU41ly7/CcAIgPuFEB8QQlwD4H4AR+BEywAAQoghIYQphPif7jYp5eOz/wCYAjCdu33Uzy9mMSOz+V+KhdpTdHQyiRePTaM7pP3/7L15lGRnfd7/ee9Se3X13jM9+4xGI42kkdA6CAkEMhiwBBiHxQjiYGI7XvMzMeZ3HDvOSeL4YOwkdsD54ZwY24CMbbAhGMsYhAxoBTTSaJlFI83SPTO9b7VX3eX9/XGX2ruqepsezX3OmSN11a1bt27duu/7Pt/neb6cms4yPr/CsN0AbbGcPVFJ6GvT9cxoTRTJNRxA0gXnWDu1np36/uOouk4pm+XCyeMdv0+zLm718M6pXIHstWyV0RXXeuYOSM06n3mD1PsPvB+AF2dbZxlVY7G0SEyLoau6X1VdSU6RtCQi7Ci2Ctksj118jD868kcdK5suJeaL8wxEl1EUxUaYyc8wnhnnyYknGYmNsJCdAzZeUaSozjm+uJDj2ESaZEQjWzSw1jjfK0CAAAHWBH5G0ervUX6xRa2EWbfbbycZRdVFEg85I+cTSAE2J3bP30DC6MPcN8/Am03fYuQhEtewDBujvHZxA1cCPDLn7h138a6r3sVb9/2o/9wbdr2e+/bdxwev/SBv2vkmoDNFkWmboMiN6Xpm2n7HM6hSFK0DSeUTRVXxBE+8MocqBPO5Mk+dnlvz97wc0JYoklLmgDfhdC77HPAF4AzwJilltmpTgaMUCnTz64B6RdHliIklRzb8jhtHAciVLk/C63LAckSRoyhaA+uZ2cR6pq6DosgjijoIs5ZSsjBxgT033Uo0lfJbn3eE+olrM3ifdQWy1/qMImhs1Q4V2euunl0MR4f9cMF2WCot+YO8X1VdQeczaUlfsZhLZwA4mz7Loxce7XpfG4254vKKoi3xLVjS4uGxhwH4lZt/Bc1yvu+NzijyFEVTS07uwv2HRp2gdBEMoQECBNh8WMuMIn/+4N4HhRBtlUqdhllDbZGkYBaCjKJNjvS4wfCOHn7tow/wwI//WMPzkbgzdwrsZ93BI1Tuu+o+fvu1v82b9/yI/9wtW2/ht1/723z89o+TDCWBiqKoLVGkSt/Wtp6wDBtlgxRFMT1GT6inZl5eMm2u39bDSCrMbLaL9cSrCB3NSKWUY1LKn5BS9kgpk1LKd0kpz9Ztc1ZKKaSU/7HNvu6RUt618kO+MmEbl7+iaGLRIYr2DTmS0lz58vwclwOkade2ra+Ckghhr0H3iOUURethPWuqKDJqq0uFTJpSLkff1m1ooTBGuXNCrKOMIs96toJKimEbvqJoIDKAJrTmiqLcFAORAXRVZ1dqF+fS5zra/2Jp0R/km1VVO4YlUdzQ80KmUgv4i2N/0f2+NhCGbbBUWlo2o8iz/H3z3DeJalFuG7kN3XZIx43ueuaFWU+nCwgBewbjKEGYdYAAATYrmnVqXAFsy670dqxWFK2B9czrEhpkFF0+sG3J9Nk0W/b0tNwm4s5Jgs5n3cEjijwljlJVCFWaFEWjWpSwGl7WeuZlFG2U9ay5omh91Ewj8ZGaeXnJtAlrKgPxMHO51RfYL0d0klEU4BLj6MPjGM/NsMX9+3JXFO0dcis+pUBCum5ol1GUN5GWvXyHrzaohFlXun95Hba6zTD45b98hm8fr7D4/YkQ//Ard5OM6FWKosrtKqI771msqyosTFwEoG/rKHoo3JWiqJlCqh7e+ZIrURTZZT/MWlVUhmJDfPaFz/JXJ/+KP7jnDzi89TDgKIo8xdGunl08fO7hjva/VF7yiaLqnIZOcXrpNL/6yK/yafPjhJJOdamcddQud2y9g6cmnuKOL9zB1X1X87m3f67j/XaKX3rwCI+cmPb/HkiE+Yd/ezeJcGfD1ELRacLZznoG8Pzs89y25TZ0VadHOOdq48OsnWt4Nl1ge9+Ic01LuRadpwMECBBg7SHWphBkWdInikQVUdROqFSySgiE382sGbyxz+scCkHXs82O+Ys5jJLFyN5Uy218RVFAFHWF5YgiVWtelEqFU8tnFNkmKOtH1lSjdUbR+syURmIjdYoii7CmMJgIc37hyoxLCTTulwHGXpwjPVmR0VqXqaJoMl1gMBGiL+baWgLr2bpBmnZLZYxwF95ylUSd01lN1HZW8xVF3e3riVdm2TkQ5ydv38ld+wcZny9wbs65KS81ySgK+YqieqLoAuAQRVoo5Lc+7+zzuBlFyxBFaKtQFFlGTbeWj9/+cT5w7QcwbINHxh7xH5/KTbEl5tDCu5K7WCgtLDtoe6i2nvkZRWbnGUWffeGznF46jWWaKHEdBBg55/z93KGf42du+Bn29+3n2Zlnne5ca4wnXpljl3sN3L6nn7H5PNPpYsevnys4/vFlu57FKkGEhwadLh9J4ZyrjQ6z9hRFs+kCuwfiqIpwFk+B9SxAgACbEWJtrGeWYfuLD6/4IhTaZhSVrTJhNewXpJrBsx574wEEGUWbHVNnnPnNlr3LKIpcoqiUC9YN3cAjc5S69vIASotCcW+4t631TChyXTqP1cMyaokiRVtnRVFspCajqGTYhHWFwUToilUUBTPSywDZxRLCY4UT+prYhi4FJpaKbE1FibtERS4IpVs3LJdRJEKKv82q3qOJasm3ZnVRcZRSspg3eOOBIX7zvoP87Ov3ATDj+oHTRed6T0YqVURVEeiqaAizXpy8iKKq9AyNOETRSqxnHSiKWGHXM896BnDvznv52G0f4/rB6zk6c9R/fCo/VaMoAhhLj7Xd/2qsZ7OFWb5++uvOH7bzPSoxDcsdGEdiI/zKzb/CPTvuARx11FpCSsliweCN1zjXwHtv3QE072rXCvPFeQD6o60zilLhlG9b8Lp8JIRjVdBCG9tJ0svmmMsW2TsYR1VAkTYycJ4FCBBgE8K7Z602zNoybb+m5FvPRHvrWckq1RRbmmEoOoQqVF8VYEubglkIiKJNjMnTS0QSOj2D0ZbbBIqilcHLEerUegYOUdROUSQURxm43rBMG1WvUkGp66woio8wV5zDsJzrzLOeDSbCzOfKG5LLtNkQEEWXAbILJYQtQRMocR27cHky6pNLRbakIsRDjuUiUBStH6QpWxNFXueu8iqJomaqpRVkFGVKJqYtfaXZYML575wbuJ0umMRDKlpd9SOsqQ1EwsLFC6SGR1A1DS0cxliR9az1St17bkXWs6ow62ocGjzEyfmTFM0ieSNPppzxlS8eUdQu0NqyLdKldKOiqMOuZ3998q8d3zkgbEBVUGI6suAQcV7QoWed87Ii1grpoolVdQ2E3euq3AVRNFdsrygSQvg5RYeGHEVRjAiWKiuLoA2C935lw2LPYBzVy/8IFEUBAgTYjFizjKLm1jMky6pVS1Zp2XwicGzdg9FBXxVQMB37dGA927yYOpNmy97UskqxIMx6ZahYz5Sa/wINneU8pMKpDsKsN8h6ZtioVfEW660o8tT80wUnBqFiPQth2ZKF/JWnKgoyijY5ykWTcsFEjSoIXUWJaZs2o+ijf/Usf/vMBVRF8PvvOcSPv2Z7zfMXFwvcvqcfTVUIa8qmCrNe/PpppGHT966rLvWhrAmkaaNEm/+811RRtAZE0aJbIeqNOROBwYQzEZytUhRVdzzzENaUBkXRwsQF+rZuA0ALhX1F0T+9OMnv/9NJ/v6X7/Ztaw3wu551kFG0wjBrj2ipxo1DN2JKk2Nzx+iNOESPpyjantyOIpS2gdaZcgaJ7Ljr2TfPfZOPfedjWLJy/m4evpkj00cQvqJIRxQkRKuIIreaW7JKJEm2PB5p2kz+/g+xFkuIqMaWj97id1JrhqW8dw2E3Pdp3tVuOXhWg+W6noHb+cy2/CyjiAxhqBtfJfKsZwLJ7sE4qhBOmHWAAAECbEasVUZRlfXMUxSJatu62uxVToGinaII3EBat3uop6oNwqw3F6SUfPV/PMuFk0624IHDW5bdXtUVtLAaKIq6RLdh1tAZUSQUNsZ61hBmvb6KIq+Q+NYvv5XdPbspmT9LWFMYcNclc7my//9XCgKiaJMjt+gsllUhECGnym/OFi7xUTXHsYk0+4biSAmf+vbLvPPGbb4vNlcySRdNtqScFtTxsLapFEWlM0vIV5EVrimJ40K4QdDSWC1RZDVaz5TurWeLBYfM8UiCWEgloivMeURRwSDViiiq+gzStlmYmmDH9Y6lSA+F/Yyih16Y5KWpLDPZEtt6m8ubpSlBFZUJazN4aqy1VBS5ypbnZp7jQP8BoFLVCKkhRuOjba1nS2VHJuxZz8JqGEUoLa1nx+aOAfBvbvw3ACgovG3P23jn370DIZ3cKRFSEBlJTIv54aFeNdeT5baClS5jLZbQRmKYU3mspdKyRJFXpel1v+eVKIrmi/OE1XBbi8FHb/mo32YZIGJr5BWbvJHf0MWE3xZa2uwdTHB+Me+EWQeKogABAmxCiLXKKKqynvlKTu+2Z8uKHa0OnSiKwLFKn1o4BVRUtQFRtLkw8fIiF04usP+2Efq3xjj4utG2r4nEtYAo6hLLWs9aqOd7w72kS2mklE1VXqY0UVSBXVp/osg07JrQbUVx5uj2KgvdrXDryK189JaP8tTkUzx24TGkKBHW1UoBO1Pi6pHWRdJXIwKiaJMjO+8saDQATUGN6ZTz6Ut6TK1QNm0OjvZw77XD/OpfHeU7p2Z444FhACbdUNqtPlGkkt9EXc/svIksbh7iarVYNqPIfdxeJTG2VoqiBVdN0ucqioQQDCbCzHrWs6JRE2TtIazXWs+yC/OYpVKVoijkdz17ZsypWs1mliOKWp8zD74tbQWKouquZ9UYiA6wPbGd52afa1AUgWM/a2c986o/HlEkhCCuxVtaz7w8o1+86RdrHo8rLsmiOgpGYVbURFCrKFoOlvvdRa7qJTuVb6te84iiPldeHnKrRvWKseUwV5hjIDKwrHwd4ODAwZq/dVvFVCVzxblLQhTpCmzrizKxVHDDrIOQogABAmxCrKn1zL3P1SmKpKzY0urhhVm3w5b4Fh698ChSSl9VG9eCjKLNhGe/NU44rvHGD12DHmohIatDJK4HRFGX8MOsmyqKWodZm9IkZ+RIhBINzxu2gdgo65lpo9atM1RV+EqptYau6nz4+g/TH+nnsQuPIdS8bz0DmL0CA62D0uUGQFoSu2zV/Ou0a1B20SFYVAFoims9M9el61A3aPb+ZcsmpCr82A2jDCfD/OmjZ/znJpc8oshZpMdDGtkWiqJL8dnsvOG3jH81YEPCrJtkFK1IUZSvVRQBLlHkKYpMeprY6OqtZwsTFwHo2+JUprww67lsibNuB7W5XGuCwzlnyy/SfevZChRFpm22lM0fGjrE0emjnM+cB2A4Nuw/t6tnF+fS58gbef9fPbzgQc96BhDVo+TNvDNZNvJ+VoO3ffW2HpKaMykQqkDoSkuiqF2Yte3mCKi9zqS+3flarLOedaMoklIipWS+ON/WdtYMmq1gqrYfhr1R8Kxn/TENVRGoikCRktbLpAABAgS4hPDDrFe3G8us7npWFWYNyxaZOgmzBkdRVDALZIxMoCjahFiayXPmuVmuv3tbxyQROERRIWNgbKIi82aHR6h4c3OlputZa+sZ0NR+JqXEtF1F0UaEWdd1PQNQNAVrnddq3vy4QhRVFEVXGgKiaANQODbHxf/weM2/pa+faf9CnCBrqCaKdLDkJbVJSUsy+ckfkv3+RM3jZdMmpCmENIWfunM33zs1y8nJDOB0PINqRZHWNKPoiVfmuPW/fIvx+c66Na0FpCWRRed8Xq4d5Rpg2n4r93qsWZh1k65nNfLxDrHgMvSeogicQGtPUbRUaKEo0pQaRdHilEsUbXWIIt0Ns/bURACzmdYERzeKonpC0bBs7v69b/P3z11s+dqyVa7pelaNG4duZLowzWee+wwDkYGaqunu1G7yZp47HrzD//fffvjfal7vDejV5E9cdxRF/+XJ/8IdD97B7V+4nS8c/4K/fXOiyCWFFIcoUi2FnlClZa13XO3CrD1FkZpytn/kzMP8y4f+ZcvtfUWRn1HkKYraX6MfeuhDfPrZTzNXnPNzh7qBaoGlypp2yhsBT1HU75Kgjk1XBilFAQIE2JTw1ZqrVBTVWM+qw6yhLVHUkfXMVeRO5ib9AknQ9Wzz4PhjEyhCcMM929tvXIVoMsT02TR/8m+/w/e/dnqdju7VBY/MUf0w68YOYvXw5obNOp9ljIy7H2VjiCJTNiqKNLHu+Ui+Ol/NE9ZUUlEdVRF+AftKQmA92wDoW2Kk3rbH/zv39CSls61bD1Yju+hZzwTSbVkNjlVKCV+ar0+WTKz5IplvjxO/ZYs/0BuW7QcFf+D2nfzPb5/iTx89wyf+xSEmFp3BeqTHIYpiIZVME6vXixeXmMuV+bPHz/Jb9x1seH49YBcq5JCVNVB7Lv+gsmUzitwKzlooipR4LfHhK4q6GEA861l1DtFgIszR80uUTZuJpQLb+hrtYmFNrckoKhecaywcdyaEWigMUvLs2TkUt/PubBtFEW2IIj/ouu7crxngwQAAIABJREFUZYom4/MFvnlsivsONffat8ooAnjnVe9EIilbZa4duLbmufv23odlW35XsscuPMYXT36Rj9zwkUrlp1hrPQNHap838zw38xw3DN7AWGaM43PHne1Li2xLbGs4jqTiKoo0hyjSLKVGUeQRXe2IIjtTqyiaTE/yXO65lp73+msg7OZotVMUSSl5ce5FTi2cQlM0ru2/dtntm0EYElOVG64oEorzGcPu/VMVjhlDBtazAAECbEasYUaRf5dzx9RO1Mglq9SRMsjL+JvKTVUURUHXs02DzEKRRH+YeG93c+3bfmw3gzsSnHhikrPPz3H7/XvX6QhfPagPs65W56xEUfSVU18BYEtyhLk2WZVrgaaKInX9FUU1RJGuoCiCgXjI78Z8JSFQFG0A9KEYyTds9/+F9/ZizhY7slj5GUUCpFJLFF0q2O7i3FosUXhx1n+8bNro7qDfFw/x7pu383fPXmA2W2IiXaQ/HiLiLgATLcKsPRXJX/1gnExxY9Q91efSfhW03pRSLm89cwkkaaxBRlGDoqj7jKKlgkEyoqFVVTcGEiHmc2XG5nPYEvYMNlYDw3qt9cwyXHJCc8gGLeRMQo6enebgaA/xkLqsooiuFEW1n6/onssjVeqlakgpMWyjpaIorsd54NoH+PD1H+bw1sM1zyVDST548IN8+PoP8+HrP8zHbvsYBbPAl176kr/NUnkJRdSSOjE9xtmls0zlp/ixvT/GtsQ2v4V8S+uZ6hJFipNRpNlazT69am67jCI7ZyAiKkrY+b3bpoklLb8aVY+lfJmeiGPBgs4zivJmHtM2yZt50uX0ihRFGJaTUbTBiiLPeuZ1OlMVgZB2kFEUIECAzQk/o2iVXc9MWVl8KHX/XWbX3YRZA0zlpwLr2SZEOW8SatGVdzn0bYlz81t2sffGQebOZzFeRQ1o1gvLZhS1cB14JEm9osiyLR488SA3D9/MYHxg3RVFUsrmGUUboCiqt55BbSTGlYSAKLoE0AajyKLZkc0pt1gklgqhCrAVp2U1gDlXWHUY8Uohq/zB2e9dwMqUkYbtZBRVLbR/+nV7KJs2n33sDOPzeba4aiKAWEgj3+T457IlQqpCtmTy1z88v3bHvMwNzc5XKYqWIxIuF1gSJG3DrFtZz6yc4XynVefMLpju91z5zpplFPlEURc5Uwv5sm858jCYCGPZkiNjTkWjKVFUZz2zTIfwUzVnAqKFnH0ePz/HzTv7GFjmJm/lDOxSYxe3elQyimrPnUcUjc8XmGniYTaliUQ2DbPuFgf6D3DHljt48MSDTOenmS3MMpWboifUg1LVMSumx7iQvQA41rb+SL+vmmlFFMVVdzLtZhSFbZ2k3phR5KmbWsHKllETocq15g7qzaTM4CiK+uKVc+NlFLWznnn78z73QKQ9USSlrAljtcplhK76JNpGwbOeefM2VXEVRRt6FAECBAjQIbyMotWGWVdZz3xi3P3vfH6O2cIss4XZhvGibJU7yigajA2iCIWpuVmyS0UUW2lqPbNtST5dpvBqmPddRigVTMKx5kWzTrBlbwrblsyca154ClBBY0ZR59azi7mL/m9xtjDL1898nQvZC3zo4Ic2xHrmkUGXQlHUE+pBIHzrGTgF7CsxzDqwnl0CaIOOjcacK6Imlh/0sgslBrcnUCezDlGUcG6u8w+eQIRUtv7G7SiRjf0avXyk8FW9lF5eZOJ3nkLtj2BY0lcCAFw1nOCeA0N8+pFXAHjLwUonp0RYbRpmPZstcfWWBBFN5YvfH+Mjd+1p2KZb5I/OsPjVlxn56C1Nz3eNouhVkFHkkRitrGfKMmHW2e9PsPi3LwMQ3t/L0EduoHR6iZn//RxIUBI6Wz52K0pYQxqNVq2VhFkv5I2afCLAD477wRmH2GhOFKl1RJGBoqqVblJht5V7qcxNO3p54cJS0zDr3A8nWfiS00o3tKen4fkaqM0VRYUqAu2ZsQXect2Wmue9dvKdTHI7wYcOfohf+vYvce/f3Os/ti+1r2YbT2ofUkIc6DvAQGSAUwunKJgFSlapxqbmwet6JlQBuvNZU2rlnHTa9czOGs69yuuwZ1ggHGJnR3JHw/YL+XJNmLlXwWlHFHnS6Pv33s9XX/kqQ7GhZbcH+Ob//hS5hXl+/OO/DYBRKqLFwxtvPRMCCag1iiKJFEH9JkCAAJsPFdvwahVFFeuZ9Hgid+7w/q+9n2m9ci/+43v/mLu33w04405EjdAOuqJz29xb4PGryQFv7/l5olqjff0fP/M8Z446qvi73rufG9/UODYFWHuU8ia9IytXeI2487TJM0uM7m8seAWowLZbZxS1sp71hHrQhMYfHvlD/vDIH9Y8ty2xjTfueCPff+bsuhNFljv/0/R6omj9FUWqohLVEpRc6xnAUCLM6ZnmnYRfzQiIoksAnyiaKRDe1XphapQsSnmT1EgMbSqL4b62/wPXUDq1SO4Hk1jp8iUgipwfb+LubcRuGiL/3Cyllx3LTaiOOPjdd9/Aw8enkcDdVw36j8fDGvkmYdZzuTID8TA3bk/xqUde9gOyVwNzJo+dN8k9OUHPj+xqeL5GUfQq8J/6RFGr8+YrihoVXeZMATRB7MZh8k9PUb6QJfPd8ygxncSdo6S/eY7809Mk7hx1rFqtFEVdDCCLTRRFAy6h98NzC/TF9BoSwUMz65lnO4OKokiTJqO9UQYSYcbmGkPSzbkiCOh95z7CuxvJk2oIIRyyqEFRVPn7mfHFRqLIVeC0sp51i9dvfz2/9/rfI11K+49dP3h9zTZeBfXgwEF0VWcgOsB8cb5phzT/NVWKIkNxfp+9auWceIqodkSRlS2jD8cqQaWWDVpzzzs4Xc8GqkjcTsOsvf39+P4f5y2739Jg22uG2bGzTJ89jWkYaLqOUSqhRyJMbbD1DECioAg3Q0AIRBBmHSBAgM0K33q2BmHW7v/7e3LnDr16ip+94xcoWSU++cNPcmbpjE8Udaoosm3JteOvo5BaIJRSGB3fB6aAqpfOX8xx5ugs+28b4dzzsyxMblwDlSsdpbxJeAXWMw/RZIieoShTZ9LtN77CUZ9RVNv1rPkaQVM0Pv0jn2Y8Pd7w3GtGXoOqqCiqQNqyZe7kWsB059X1iiJ1A7qeAcTUJEv1iqJsaV0/82ZEQBRdAmh9YVAE5mxh2e1ybpB172AURQhs4SxUY4eGUCIauR9M1pAcGwXP8qZENaIH+rEWS5ReWkCBGkURwNZUlA8ebiRn4mENw5KUTMv/EYLTenD/cJI9Q3FsCWPzea4aTqzyeJ0bSvbJCZL37GggUDxFkYhqr46MojZEkRCOraiZosgumCgxnd7791J4fpbFr71C+Wya5L076bl3J8WT82Qfu0D88FY3MLu2talQBIhuFUVl9tYphoZcRdGZ2Rw372xeMaoPs7ZM07edQSWjSJMmfbEQg4lwTQc0D9KwESGVxOHmIdT1EFrjufOsZ6oiOHKu8T288Oe1UhQJIXjbnrctu42nKLpx6EYA+iP9GLbBeMYZ/JsSRYrzGqEqlHCOOaU0dj0z2oQY2lkDZW+d9WwZomghX675nQshCGlK2zDratLrlpFblt3WQzGbwTIMZs6eZuv+A5jlEpFIasMVRQC2ELUZRYDkypmABAgQ4DJCBy3sO4FlyiqXem3Xs1Sol/dd8z5safMHT/9BzZjRaUbR2aOzRPI9PHvT19nXt5fk2LVMj2UYvaoy5h399jiqrnD3+/YzM5ah+CqY+10uKBVMQrHVLT+37O3h/ImFK27R3i28jCKvaKe4c3Rka0URwJ2jd8IyU2JPoWRbErVF1tFq4SmK6jOKHEXRBhBFWk9DRlHJtMmVLRKXqJnUpUCgcb8EEKqC1h/BnGskivJlk7G5PJNLRTILTkv5vgFHaluttLuUodaeEkVxu2d5ChUd0Je58VQj7r42X5V3JKVkNldmMBFi94BDHJydbS/zyxuNlaCSaWG5kxnpWtzsrEH2yQnM+WINkWHnTVAE2kAE61UwWZDG8tYz7zlpNN5oZdFEiWgoEY34rSOUz6ZBFSQObwUgcdc2zLki+Wem3cDsJt+3IqrKhO2xmDMaFEMDiar28E1sZ9Aso8hA1asVRS5RZJv0xnSG3IBsq26SKw1r2XNVD6GKlmHWN25P8dz5Jcy6aoenKCqUYWwu3zTIfa3hhXceGjoE4Ac9n1502so2s55FFVeer0BBOER1UlQIHK9rWzNFkbQl0rCQlo2dN1ETeoWstJbPKFrKGzVd7wDCqtI2zNpbRDT7LK1QyGYBmDh1Ass0sS2LSCS+4RlF4JBCKpJCJk1hbhpbyKDrWYAAATYnfKLIdu/3K1usOdYzZ1+28DJUnOciwpkLKEKhJ9RDulxRjZStckdE0bMPj2EnSjyfeIzp5FkApk5X9lPIljn51CQH7thCNBEiEtcoXYKi65UIy7IxS9aqFEUAW/akyC+VyS5ceeHC3aBeUVT9/8sRRe3gvXY97WfWcoqidbaeAUSUJELNE9ErRBE4goYrCQFRdImgDUYdm08d3vP/PcHrP/kIh3/3YX5wbAaAZMoZOKuXTF6o9aVQFHnWM6/NurcYDAEhTW31shrEXDa2OqcoUzIpmzaDibCfSXOmDVF0cv4kr/vi63jswmM1j7/tD7/H//z2Kf941b4w2kiMpb8/zeTv/YDMdyqSSjtvoMQ01EQI+1UQaugFBy8XzCw0pWmYtV20UNwBPPG6URAQu2kYNelcg9HrBlF7wyz8zUtORaKJ7VEoomNFkWHZZEoOkVON3qjud8CqVxt5aGY9U2oURRXrWW9MZyARxpYwXxdGJ8u2fy13hKaKIufv1+4boGBYvFLnY/YURf/5ay/x+k8+wjs+9Wjn77dCnJ9TQQr2pxxLWn+kH4DTS62JophLFBmYFIRzf0qISpaAN0n3Pk81Mt89z+QfPO2TrUoiVElqdr+mZkSRdw3U2w/DeueKolSoM6JI2jYllyi6eOokRskh42PRBEulpbYh3WsJy5bYKIhils/8/E/x0H/4Zc6PKpS6YVkDBAgQYIMghAAhkNIm++gFJn//ByvqgFZjPfNe7pJQIVEhgnrDvX4xwLRNTGm2VeUuzeSZeHmJ6E1FclaOb878I4VYmqkzlbHnxe9exDJsP5MoEtcpvgryKS8HlAvOnD+8akWRM+ZPnm5efArgwMsoUpQKKeSpgeoJmG7gEUXWOip7fEVRQ5i18JVS6wmPKPJcL8M9FafDlYSAKLpE0AajmHOFmkG2bNqcmMxweK+zoEu7eTmeSqf693hJFUWuekK4ocieqkRHdJwn5Mn2clU5RXPu5x1IhOiNheiL6Zxu84P8i2N/gWmbPH7xcf8x25acnc3xzycdos0uWShhjcF/eZC+91yNmgpjnM9Wts8bKDEdJaFjvRomC96FshxRFFJbW88izk1RG4gy9PM30nv/3srrVMHgT19P33uupv/9B4jfvqVhH46iqLPJ41LBOd/1JIGiCPrdLlh7BptbD8OaStGwkW6HNcs00aoURV6YdVy1CWuqXw2oD7SW5S4VRZrSkMHkhVlvTTlES7ZUex2VbZdYkRo3bEtxcbHY8futFMO8jtzZXyCbc4g2ryOYRxQ1s55FhaNeLFIii6PUqyaKvEm6/3mqYEzksBZLlN2Jm5rQnYWFJlBcoqiZ9WzRJbv74rVkYUhVOup6FtfjvtKpHYr5HFI6+5w4dQKz5FwLsVjS399GwbBsRz008QqWYTB66BYQAiNQFAUIEGCzQlFASsrjGayl8oo6xdrV1jNXWeSFWYeqcvxS4ZQ/ZnjFiXaKouy8c0+/56bDfOLuT/A7d/0Oe/dvYfL0kt9u+/nvnGfnwX76R52xMRLXA+vZBqHkrllWqyjq3xZH05UapViARtiWRFFEjT1vbRRFFevZeqGV9WyjFEUhJVFjPbttdz8D8RBfeOrcur/3ZkJAFF0iaIMRpGHXDLLjC3ksW3LPgWGg8iNR3EW3WbX4FmEVFHFpMopKHlHkKorU7q1nMfe1uSrrmde63FvQ7xmML2s9my3M8tCZhwB4buY5//Fc2cSWcOximpJpOURAWEUbiBK/ZQR9NI5RlQ9l582KoihrrKhCtpngW8/aKooabT12wfQVRQDhnT0NqiF9OEb8lhFiNw03D1LvgihazDvXf72iCCrXwe7B5t0xvJt32a0stAqz7tG9/Tl/z9ZNbG2jO0WRYz1rnlHk2afqCQ5PqSKlyrVbkxQMq8ECt9YwTR27uIPTsw4p6lvPliWKHKKrJEvkpEMUxah0i/HCrJspiqwl5/dbOOZYuLwOjUJVfEVRc6LIuwbqFUVqW0XRYmmx6edohWLGmVQO795HemaaxakJAOJRhyiqDgdfbxiWjUQgc4uomsae2+4EVttPKECAAAHWEYoCtvQV8c2U8e1Q3fXM9u54LlEUFpVxoDfc65P3neb8Fd05cSqV4O1738479r2Dq67ZRs61Kb38wynyS2UO3VvpcBZOBIqijYKnKAo1mfN1A1VVGNqVZPJMoChaDrYlK01FXFxu1jPtEimKdBIItYSqOO8V0VUeOLyLh09MX1GqooAoukTwO5+5hIU0bcYuOouU/W6oq23YhAQI94doVBNFQqDEtHVVFFmZMuWJXEOWkkcweERExXom/MV7O/iKolK1oshZaHrdj3YPxpv+GMtWmZPzJ/k/z/8fTNvknh33cGzumB+wmy6a7nY2L1xIY5ccosiDo+aq5BRVK4qwJbK48SqttYQfZr1cRlGoeZi1LJqIVVZ6urGeLeSbK4qgQux4eVX1qG+hbpn11jOHaEpqzrEMtFIUGRZKVxlFim/v89CWKPLCn6VGf9w5jmZd/9YSefd3enbWIXx6w70IBNP5aaJatOmEO+LK/ouyRFY6v71qokgIga7omCWD8kQOYyrnf9ceUVQ86YR5K+73JzQFxXImFc0UO5VroJmiqH1GUVf5RJkMAHtecysALz3lWFYTsZS/v42CaUlst8o3vGcfobCj5rIDQVGAAAE2KQSOhdebFzbL2mwH22piPfMURVVEUbWiyMvFa6co8pRBkSqFqmdTeuXINM8+PE7flhg7D/b7z0fiOmbZxjSWH28CrB5rpSgC53udGc/4hAJAIVNm9ny26b+5C9kNIRg2E6QlGwghRVUaVEbdokIUrd/5NH1FUe1xbpSiSHPzOYt2xYHywcM70RWFTz/yMscn0k07Kb/acOXEdm8y6EOOSqI8niGyr5eFvz3F6AmnEu91/xlJG9zYo2HPOzYVo27x7RBF61MFkYbN5O//EOkqfoZ/6SZC252qu5PpovhSYXzrGR1bz2Ih59KrXizPuNYzr+PV3sE4f3vkAvmy6W8P8Invf4K/fumvAbhnxz3cv/d+/nn8nzkxf4Ibhm4gXaick2fGFthWslBSlcmHNhgF08ZKl9B6I1h5E327huoqIKys4WdAXY5o1/XMe64+iFJK6VrPVnlbUOhYUbSQa60o2t4XY2d/jHiL7gJht+NaybAh4nY9qw6z9qxnLlHkXVczmXqiyEaJd/F9a8Jp916FeqKoXgnjK3CkSr/7XrmSRTKyfteZZ4c74yqKNEWjL9LHfHG+pQonIiKATUEWybiDY9iuU/qoYQ4/vofpvzsCQO/9e4m/dhQr7XxGj0j2fk9CEygu+7Gsoii6soyirhRFOYco2nXoJp7++ld45qGvAZDqHYTpjSWKDNtGusulrfuvQVWd6znoehYgQIBNC0VBmpo/f1iRoshwrGdSSj9DxVuz6qIy3jdTFLUlilxlUCRRGVsHtifQwyqPfellAO554EDNItkjlUo5E623i7zCAF3DJ4pWmVEETqD1M+YYM+MZtuxNYZQt/vI/PUUh03pddNt9e7j9vj2rfu/LBbZlNyGKxKrURADqhoZZ1/4mFW1jFEWqdIrUeTMNOE6f4WSEd9w0ypeePs+Xnj7P3fsH+dxH7lj3Y7mUCIiiSwQ1FSa0u4fckxPEbhwi/+wMcVtyVSTkW24GCiaqEJRfdhYvhllPFOnrpigqX8wiSxbx124l98QExkSuQhQZVo1Vp9Z61p2iKFtlPfMURfXZNGdn8xwcrbToninMMBof5ddv+3VuHrnZn0A8N/tcI1E0vsiPlSxEFdlQreZSU+FaRRFgZ8sw3NzudDmgQhS1HgiErmDXefJl2XICqjdQUbTYIqMI4Nd/9ADZe/a1fG1FUeRcQ5ZhoDWxnsVc2WhPVENXBXMNYdYWoi/S0fGCpyiqHaQKhoWqCOKucq219UzzP2tunRVFHnl1pqri0R/pX5YocmT/RQp2gbTtkCqi7jBDaohoPkRoZxJztkB5Ikc0Z4AlUZI6dsYATVRUfKqCZjrfVTNFkZdRVE8WdppRtD2xfdltqlF0FUWJvn5+8j9/kqWpSfRwGHXvMLy00RlF0ieFRq++BkM45+vKqncGCBDgsoKiIK3KeLkSRZFnPbMBuYyiqDfcS8EsULbKvqKorfUsZ6LqCnrVHFVVFd79sZtZmimgago7rxuoeY1HFBVzBvHe9l3VAqwcXne5tSCKRvY664LJ00ts2Zvi5JOTFDIGd71nP4n+xu/xO3/5EukVEJuXMyxb1gRZg0sUrSLI2tnHRmYU1SmK1I1RFHlEUdqonRf+h/sP8uaDI0gpazo0v1oREEWXEMm7tjH3+ePM/cUxX4Fxdzzqd3vqc7tSFd1w2FKdAkSJ6Vjz63PTK485NrieN+4g9/1J3yIHIEt1RJF7wwkjCHVIFMXcRWS1omg2W6IvpqO5+/Cyac7M5mqIopJVYjA6yL277vUfG4mNcHT6KA9c+4BvPdszGOeZcwvYpRhKlfVMryKKQjt7wJR+RhHgd226XNFRRlFIRRq1gcp2wSEWVq8oWpuMor54iL5460lhM+uZFqvY1DS9ligSQjAQDze0tpRlu8swa9HEemYT0RS/O8JyiiIvi6fadrkeKLjKnjMzWaSUzuePDPAyL9MT7mn6Go8oyttFFm3nHlBPioXUEJqhoA3FQBGYswXfdha9fpDcExOoiVClYquCbjjXVHPrmXNu6r/rsK403PPqsVLrWSTZQ9/WJMO7naD2nJHz97dRMC3bt55t3X+AC2fOApV20QECBAiw2SCEQJrO4kjfkayZG3YKy7WeSaoWmu68Vxe1Ydbg3Jc7tp7lDCJNSIjB7UkG3WJnPSJxZ/sg0Hr9UfIyitbAehZPhUn2R5g8nUbakqMPjzO0M8mhN21vaqs68o0x8q+CzsbdwLGe1Wf8KKtWFCluIdq2L0HXM03ZEEWRsJ31RP28sCei86PXNWnk8ypFQBRdQkQODqD2RzAmckSu7Wfp+Bw3KU5b8BiQdBej0r2x1i8+lZhG+fw6KYrGMqh9YdSeMNpApDb8uWyjhCo/XLEC61lFUVRFFGXKvpoKKtk0T5yeZUvKebwvFqJoFolotQqQQ0OHeGbmGZ6dfpaLGWffb7h6iD97/CxSCdcQW0pPCKErmDMFX5GlVimKyuMZtMEo+tb4qjy8zVA0i5yYP+H/rSka1/Zfi6qsndy5o4wiTUGW66xnLsEmoqs7lm4zijRF+NdDN/BImZJhc2oqQzZfhGhlIiglGEIjqlQ+52AyxJnZHE+fmwcgqmv0dhlmjaog67qaFQ2LaEj1r//6bB1PUaQrIV91lF1noijvKorSRZP5XJmBRJj+iJPL0FJRhEPW5O08i5ZD6tRfJ2E1TMjUUCIq2mCU4ol5ZqcmAYheN0juyQmIV86nrYIudV/NZNgGuqJj25IXL6Y5OZVBVwXxuu8gpCqkC63PkWVbZMoZeiNdWM+yaYRQiMRqc69iWgxNaBtrPXPDrNVEiuTAENr4OAB2EB0YIECAzQpFASsCmkJkb4rM9y4gmwTmLgfLtNHcepK34PPmWqE2RFE7RVEpZ9TYzjqBt30QaL12MA2L2fEsUsLAaNwnhsp5E6EI9PDazHm37O3h4qlFXvzeBRan8vzIhw+2nLfHkjqZhVLT516tsJtmFK3eeuaRT9PnMhilyhxRKDC0M4naoWhgOVSsZ3Vdz1SxrkomH7YjVtjIJiebEQFRdAkhFEHyrm0s/t9XCL1ulOPHp9lTBlUIDqIigLSEHvf3XG6iKLLzhq8WWEuUx9KEdjuDtDYYq1UU1VnPvDbsOqJj61lYU1AE5KutZ7mSH2QNEA9r7OiP8vknx/j8k2OAU3R6zeECI/HBmv3dMnIL3zz3TT700IcYCe8HPsJdVw3y4ONnwZY1YdZCCD/Q2st4UmIaSkxHhBSy37tA9nsXGPqFGwnvbK68WCk+9cyn+PNjf17z2H+9679y/7771+w9OsooahJmbbuL8o1UFJ2eyTKYCK/o+g27RNjJqTS/+ldHeWAmw8KSzttzZfriIdJFA1NoxKlcY9t6o3zjxSl+4n894T/2Xa23S0WRAnWKooJhEdbUSie2ekWR204+pOg+KVZ97a8HimULIRzC7OxcjoFE2O981oooChGijEMUzZpOZpqsI71CQidkak4nwaTTKfDP/vkz/CveiTIU5lxskrJts5VbnNeroEuNkdgI88V5lkpLDEYHeeiFSX7xQSfnaEd/tOEaCGvLdz1Ll9NIZFcZRYVMhnAigVBqv28hBKlwasOtZyUlQmLXboQQPlksg75nAQIE2KwQAmlF0IciaENRsCXWYhFtINr+tS4sQ/rWs4qiyPmPToXk8e7tS6UlTNvNtulEUdRN5iC11rMAa4Mf/P0ZjnzDmbdfdcswP/oz1wOOoigc1dZszbL1ql5O/XCa7/zlSyT6wlx1y3DLbaM9IabHMmvyvpcLmmUUqapYNZHjhZE/8rkTDc/d+vbd3PGOvavaP+Dby1S9UVFktYklWAtIyyGKNrKAuBkREEWXGPHDWwnvS/GybfEiFocyBsKWXI+KBMYVwXWuibtc185ciWlgSmS3iojsFfCrAAAgAElEQVQ2MJdKWEtlQjsddYY2GKH40jzSlo5apGw3zSgKQcddz4QQxMNaraIoW+a60Vpi5sF/fdjvfPb8hSU++Y2TZMsFdqVqFUXvvfq97O/dz4MnHuR74w4JsLU3QtTNAKlWQDmfKYoxkashioQiGP6l11A+l2bhy6ewFoqwxkTR2fRZdiZ38u/v+PeY0uQXH/5FJnOTa/oedKooMloQRauVBCsCOmD7LywW+NbxaT5y18qCBb1r7ei4s7hPhQUzUuGVmSy3xvtZzBuYQiVURRT97rsP8cAdzvYXFwv8v3/7PMJcgfWsTvZaMuw6RVHzrmchVfeD2dc7o6hgWOwZiHN6NsfpmRy37Or3FUWt7Fo6GmUgZ+c5mz2HjWy4TpIkEAiUiIbW7/wOD+WvxhIWjy4+wW+P/ncOjRzijbwPAKlKdKkxHBvm+Pxxnyh66swc8ZDKH3/wFvY06WwX0pbveuYN3l1Zz7IZoolE0+eqg1M3AqYl+fuRt/Hf73M6sGm6c13YQZh1gAABNisUBWlH0Qajft6jMVvoiihyup6JFtaz2jBrcIgiXXHInE66nvVvbd4ptRXCAVG05pg9n6V3JEasJ8TchUrXqFLeJLQG+UQeDt41St/WOLZl0zsSa1CfVCOWDFHIGP5a5kqAbTXLKFq99WzrvhTv/rWbMerWpc/80xgvfOcCt7x1F9oq16XLKoo2IKPIMHSQakAUXeoDuNIhFIE+Eufs8xO8iIViO0HS16ORFrCkKWBY2AKMBkWRu7DImyhrSBR5+USemsbpEiaxlkpofRFkyfLfG2qtZ50qigDiIa0mp2U2W6qxngHs6I+xo99hdYeSYT75jZMUzAIRtZYo0lWd27fezvOzz/Pw2MMkIiZhTcWLpBZ11iZtMErhxVk/0NnrcqYPx5wOWF8+hbVM54SVYio/xe7Ubu7cdicAUS265jchf2G/zHchdBVZ1wp2rYiiTq1nf/74WQB+6s7dK3ofz3p2ctKpEMU1sEyVM7M5bt3dz0K+jCk0NFm5xvrjIV5/9RDgEEUhnHa/3RCtQlWQVqOiKKIrfkZXvRLGs56F1LCvKMqts6KoYFhcNZxgbD7vk63tFEWqdOXExRlmi7PYmmywniVxJuEirPoLhevy+5jWFvgfz3yWRS3DHJVr2lIkuu0QRVAheJ4ZW+Smnb28wf0+6hHWlu965pE6qVDnRFExmyGSaJ5TUd2KeSNQtmzyWoxw3Dmfmns9yytj/hogQIDLEEJRQUZqiCJzpgAHOt+HZdq+8Ni3nrXJKOoJOfPRThRF4S6tZ3pIRdUVirn1Ld5cSVicLjC8M0lyIMLRh8ex3VDlsqsoWiuomsL2A30dbRtNhpC2pJQ3u7YnXq6w7WYZRau3nglFsPWqxnmkqil85b89w8mnJrnu7m2reg9PNaQ1URTZtlx3wq9sSRQZ39AC4mZEQBRtEpyezfGiq3woPDvDQVTmFLB0FTWhYWUMzGLtwlJ1yQ07b8Aadmoon8uAJtDdqkx1+LPWF8E2LLRwY5i1jug4owggHlbJly3G5/O8PJMlUzQZTLT2n291VUQlq0RYa/55R+Ijzr7jOXRV+IoiEW5UFGFD4Zhjr1GqwpSVqAYK2OtQXZrKTXHD4A3+390uTidzkyT0BIlQc1UE4AQtq2LZG6jQFbBBWravCLO9jKLVWs9UQa5o0mvZfjB5PXIlk7/8/hjvvHaEkRUqKCLu4HF8Mu3Y1+YspKL6pMhi3sBUNDS7+eQvEdGIeIqzLhRFqKLBtlc0LCKaiqYqqIpoUMJ4YdYhVfczijYizDoR0djZH+PI2ALfOzVDQnMG9pZ2Lfewjy+5cmKt8bMm3E4QSkRDG4ggkYRliDl9kTNLZ1CF6odDA9iK7VvPwCF4CmWL4xOLvOtwiccvPM6Onh3sSO6oeR9HUdSeKOrGelbMZEj09zd9rjfcy1hmrON9rRamu0DyyEXPDhd0PQsQIMBmhYj2AwraYNQpqoVVLj4/Tdpwu1kldA7dtvwC0TJtVLVWUeQR5NUZRd69fbG06BNEyxFFUkpKOZNIk+YY7RCJ64GiaI1gmTaZ2QJX3zZCciCCbUkyc0VSQ1FKeXNNOp6tBLEeN4MxXb5siKJS3mDqrFO8H9mT6ppka5lRtMquZ60wur+XwR0Jjn77PAfvGl2VxdBspSjygrQt6Td/Wg+UTBuVBGeWzvD4hcebbpOKpLhu4Lp1O4bNgIAo2iR4eTqL1hNCC0XJPn6RHgQnEKiaQnhfisKxecyF2rT+iqJobQc342KW0NaETwBVt5Nnfx+ybNUqmLSK9awboigR1pjPlXn3/3qcGbcTlaceaoZUVCeiK5TtUoOiyIO3GI1Gs2iqQswjAuoURc8rJ9mOoPDcLEJXahVSikCJh7DWuDtCySqxUFrwjxG6s7vkjTzv+dp7eNuet/Ebd/xGy+2kYS2bTwQVW5o0KkSRXKOMIhs4cmaev/nWKX7tR5uXGR85OU2maPLzBY2ZP3merb9+W9fv4ymKFvMGt+/ux37FJJYIc3bOISk8RZHSgiiKhzQ8sXxXiiJN8e19HoqGRdy9xpopYbyMorAa2lDrWSykcs3WJP/w/CRPnv4+H7rb+cTbky1ayrvkxfHF4wAoIRVZJy1OuAF/IqIidJVCzCCWDxHpS5DUkxwePczRmaOVXao2utR9RdFSaYnnLywhUk/wjYX/yze+BdsT23noJx6qeZ92GUUewdpVRlE2zeDOXU2fS4VTLM1uoPXMVd15ZKriZhQFRFGAAAE2K4SrStX6IwgheAWLfeeyxM9V7EUvhFSuv7F1VyDblGiKwLalTxRZ7p1Pq1qWRLQIYTXMUmmJvrCjGlkuzLpctLBt2XVGEbhEUdD1bE2Qni0gJfQOR0m6lsSl6bxLFBnEe7uzBq4VoknnushnyvRzaY6hWzzxd6/w4vcuAnDd3aPc88A1Xb2+WUZRLBVqsKOtFYQQ3HjvDh7+s+OMH5tn53UDK96XZTrHXl/09hRSlmU35BetJUqGRUjv58j0EX7uWz/XdJs7R+/kM2/+zLodw2ZAQBRtEjw7vsiN23sZ+vFDmPNFHvjTp3idEWGXrtD7jn2c1hTsfxxzfhjewsJXFK3tgtNcLBHaUbFnKMkQIqT4gdayVJvpUlEUdWc9i4U0njozhy3hd999A9eN9nDdaGsbiRCC0VSUWVlu6HrmYUvcmZyEIhl0RVQRAbXH9b+n/5zpPee5NnGA33nrJxqIFTWhr7miaCo3VXOM0J2i6KuvfJXF0iIXsxeX3U52kLnjnQ9p2OCeSrvohJR3072kGWwcO9fnnzrHL77xKqJNSJjzCwVGEUTPpLFgRRLS6jysPYNxLMMgGY/wzIxHFDlh1sJqTvipiqBPV8FYPs+pHkIVTaxnNv1up69mShgvoyishVAVQVRXN0RRFNVVPvETh/jIXXv4uc89TakwwDf/xTdrrsFqSFtiI8lZeQD0cKhRUeQSRYqrjEonCsTyIW7YexNfeeNX+OwLnyVv5P3tLeEqily132JpkYkLs4T6H+OavuvY27uLR8YfaTiWdooiP6Mo0oX1LJMhmmxuPfNI2/VoDtAMZZeU093fm6coCqKsAwQIsFkhVGfe6RVX/rDHZr+m88DhndgXcww+Nc3JswvLEkWWaaMoTuciz3pm4nYGrVuWeHMkr+vZcoqikjtniyS6X9pEEpr/+gCrw+K0s1ZIDcdIDkTcx/LsvG7AD7O+FIi6iqLCGheB1xP5dJnUUBQtpLA0U2j/gjo41rPa+cwbfvIAch0nGvtvHeGJv32Fow+Pr44oMpoTQd7nWe+copJps0f7GT7+tuYqdIBkqPl88tWEoA/vJsB8rsyZ2Ryv2dmHmgwR3tXDWd1ZtCmaghJSUePODc6sygupzihaK0jpZBGpqcpgLIRAG4hizhaQUjqKlRrrmdvWFNFxmDU4Xc1sCddsSfL+23ZwaHtvWxnhSEpDYrVUFHmqBVVfqlEUVWcUnZg/wfcnv09ktIeHzEd41nihYT9KQsda4+rSVN4hirwFMzj5Kp0oimxp84XjXwBgrjC37LbSlO0VRV4eSlXulV0wUaKrz7qyBag4Sp8vHznfdJvJpSIfUCPOqliuTBUXrhpAdg3EME2DVDzC2bkcti1ZypexFA1ptt53r6vuEXp3iqJ68qRkWD4h1lJRJAVhzXm/eFglV16/jCIpJQXDIYqSEd0Jso6HSBfMliQRgLQklnCOa2t8K4quNmQURW3nt+cpzxbiTiU53BtjODZMTI+RN/NIdyZiKha61OiP9KMpTgv6R8b+GSU0x78+9GF2p3ZTMAt+VxsPYU2hbNnYLfKulkpLqEIlqXc2UJuGgVEqEom3zigq22UKZveTsZXAdMlGj1xXVK/rWRBSFCBAgE0KxR0z3TnGrGVTGoly6I7tXPsaZ2w5M7F8ZynLlKiK0+HRcu+DpnTGHU3Ukggege/Zt5cjijzr2IoURbHAerZWWJxyCkVemLUeUVmccsbVct4ktAJr4Fqg2np2uaBcNImlQvSOxMgulLp+fTPrWSiirStZp2oKN9yzjbFj88xfzLV/QQtYpt00nNx7zLLWV39dMm0Seg83Dd/U8t++3n3regybAQFRtAnw7PgCAK/ZWbFQKEIg7MoPQneJGbNqcalUZxRVQRo25fMrawFp5wywJGqqVt6rDTlEEaYNkqZdz7oOs3Y/00+/bk/HFfyhHuc11Yqi588vYbmLybAaRlgJpLqIVpVRpIRVpnJTfOvct/j0M58mqkX59L2fpjfcy+ePfb7hfdRECDvrDCbWUgkr3fwGbc4VKLwwS+HFOewWC/8T8ycoWSW/u1kr69licZFz6XNN9/Hd89/lXPocveFe5ovzrU8QrqKoY+tZ5Zjtorn6fCIcRZGK08Tks4+dabrQn5/P81Zbq5CdKyDlPOsZwJ6BKEhJbzJG0bCZyhRZyBsITccstR5ce12CqF5xtixUp6ubrCrJFAyLiGfBbKEoEmj+McfD2roqioouARip+p32RHTSxTbn2ZLYivO5dvbsdELP6z5L3CWKPLJ4Nupcvx65HNfj2NKmaBWBClEUVsMk9RSPjh3lZPGrRBjg3p33+kRPda4RVGys5foOc1aJR8Ye4dj8MVLhVMf3jmLWuSdGks07GVZ32NkIGO7n0uoURYH1LECAAJsVnqII975VrCqSePOOc9PZpq/14CuKqGQUGa6iSKM5UeQpippZzwqZMunZgm8dWwlRFE44RJFRsphd4fz5SsD0uTSvPDPt/5tp0m5+aTpPJK4TiesIIegdjrE0nccybEzDvmSKokhMRyiiRlGUmS/WfJ5zL8x11Ixlo1AuWISiGom+CNnFUs28sxM063q2Ebju9dtQdYUnv/qKf27PPDdbs4ZtB8uwG4KsoaIospZRnK8FSqbVlfjh1YrAerYJcOTcIqoiOLS9YqHQ3JYQXmiX5i5kq39kQlMQIaVBUZT+1jky3znPyP9zM/qW7ny41pJzA9VStVUbbSBK4YVZbDdQuyb81/3RhhFdBYtt642yNRXhHTeNdvyawaSAIuiKM1k4PpHm/k89yh8/cDNvv2ErANJMYYUX0RWl0vUspPBbj/0WT0w8AcAHr/0gw7Fh3nXVu/jzF/+colmsIZ+UhI6dNZBSMvfFkwhNMPSRG6jH3BeOY7iMec9bdtHzpp01z7+08BLv/dp7+Xe3/ju/81U1UZQKp1gqL2FLmz965o/4xzP/yD/9i39qCKv+/LHPMxIb4c273szfvPQ3y9pjpNENUVS50cqCueqOZwCWqyh66/Vb+IfnJ3nxYpobttfag7ZOFYlIQfINO1h66AxW1qDbqV31DXxXb4hjwEBPDCbhzEyOhXwZTQ9hGumW++jVNEB2n1EEYEnQKpPliO4pihqzdZzvXvWJolhIW9euZwWXAIxVKaV6ojrTmeKyr5OWjS2cicjunt0IXam5RgCilnNv8Kxn4/EpbK5BG3F+bTHN+W/eyBPVopjCJOYSRblcDwulpyEMrx/5WTRFI64796ickatpde99vyXT9s8twJ8+/6f88dE/BuD6ges7PifFjHMdLGc9A8fStjWxteP9rhSGbz2rVRTZgfksQIAAmxWqqyhy71sFw/LHNW9ekcsbTCwV2JqKNt2FF2ZdlqC4i3JDukSRaLSevbL4CiWrhCpUNKVxjvLo35xi6mya2+/bA7CioGInzNrksS+/zLFHL/LB/3SYnsHmx3+lwjJtvvzJp2ssP1pI4Wf+++trOmstTudJDVfOXe9wlKmzaUpuDualCrMWiiCa0Cm4iiIpJV//9FHmLtQWqe79V9dyzeH1nwN0gnLRpHckRqIvjFmynK5xXSiyHEXRxpMd0USIa1+7lRe+e4EzR2f9x9/wk1dz/RtaZGTWwTTspqHbnoBi3a1nhl1TkL5SEVBlmwDPjC9wzZakH3ILoLqqBc+fqemeoqh20abE9BpFkV2yyD7lKFcyj17o+lisJadqo9YRRWpvGGxHQQN1iiIhsAREumStf/XNV/ONX319zSKwHfoSznuYpnOufnDWUdd4LdJtW2KWeygxj6YK33omdcGzM89y3977+PI7vsxHb/0oAHtSe5DIBpWOmgghDRtZtjGncphzjQtsu2RiTORI3DmKNhSlfK6RkPj8sc8jkRyZOsJkbpJkKElMrwR294Z7saVNppxhLDNGxsjwlZe/UrOPk/MneWryKT5w7QcYjg1TskrkzXz9W/mQpg3tMoo8oqjqerKL5qqDrMFTFAnu2ON4k0/PNlYXh7MWRRUi1zgBlZ56qxt4RIIQMOqGFA70OOf2zFyOxbyBFgpjllvvO1U3we0EHlEkq5QuhaqqakhVmnY9E1LzO1wlwuubUeQRRdEaRZFGutDmPS2JVJ3Bd1fPLocoqqsARVyiyLNzvpQc43de+zn0Iefce8SPl1NkCBPd1ggpIQrjH+Zw+Hf4o7u+wCfe/AsAPimaNWqvE+/7rSbdSlaJL578IneO3smX7v8Sf/KWP+nkdABQ8BRFieZEUU/YURp104VwNfCtZ4oXZh1kFAUIEGBzQ4ha61nJqBD53mNhBM+Otb6P2qaNIqhTFDljkyZr54O94V4WS4uUrXLLIOvMfJGl6QLzE86Cv5uFtIdIXEfakuOPX0TakuceaW6bv5JRypvYpuSWt+7ifb95O3e8Yw9m2SYzX6vaXpou0DtSmeemRmJk5oq+kid0iRRFANFkiHzGWTOdP7HA3IUcr333Pt73m7fzvt+8nb6tcY4+PN61cme9UC5ahCIqcbezdbf2s2bWs43CXe/dz/t/63b33N6Gooiujt822yiKNsB6Fl7HsOzLBcEZuMSwbMmzY4vcvLOv5nFNUWqsZ56iyKhTISgxrUZRlD8yhSyahHYmyT87jdXlArwlUeT+bbphatUZRQCWIgiL7i4nXVXoiXQ3oPe7RFG+5LzXkXOObc9riZ4pmdhGirw9h6Y4RJEt4JXsKxTMAq/b9jqu7rsaXXGJhYhDZtTn/ihuRcqczmPnTaylRslneTwDEiLX9BPenaI0lqmRrM4V5vj66a8jEDw3+xxTuamGfJjeSMXu4oVdf+H4F7Dsyvf8uWOfI6pF+Yn9P8FAtPnx1sC0/dyoVvCIvmpbkb1GiiITR1F09UgSIeD0TG21pmzaXGXAYm8IJeFM/FaSByWEIKQpjKai6K4Kpi8ZJawpvqJID4cxlrGeJT2yqZvBwB2kpFvNkFJSNGzfehbWm1jPbAOk5g86sZC2rl3PCu6+I3WKonbWM2lJpKgjiuo+S8QKURQlP/S8YBQgVnkfT1GUM53v3RAmOhplQyVfDHHHtut5475DaK6CplpRVA2vklNNuv3D6X9gvjjPT1//0xzoP9BVkGAx4xBF0XbWs/Klsp65iqIgoihAgACbFV6YtSawbEnZsol6RJH735giODK20HIXlilRcEhxb7HXSlHUG+4lXUpTtIot84m8zJlzLzjzokh8BWHWrl3NNiUje3o49thFyu0KK1cYSm5Run80zuD2BKNXO+uWxelK4dIoWWQXSvTWKIpiSIlvU7tUiiKAWI/uE1ZHHx4nmtQ59MbtDG5PMLg9wY1v2s7seJaLL21MwagdjIJJKOJYz2AlRFFj17ONgqopDGxLuOc2SSSpk+8iSNxsk1G0/mHWgfUMAuvZJcV3X5rhxGSaXNmqyScCpyMTtr1sRhE4iiJztkDuaYdkyDx6AX1H8v9n773j5LjuK9/vrdh5ImYGYRBJIhMEmE1SJBVpWZIlWWtpLclay7K1fraf1/buZ583eXe9frKe/XYl73rltZxkSV4rWLIkW1agEjNBEiBAEACRBhiEyTPdPZ0q3v2jwnRP9wREQWCfz2c+JLpCV1VX1b333HPOj6533cLYf32B8jMj5F7fuhx0K3gFGxQREyXx8YQhcM5Es6IIwBXBLNLFwJu18cvORdnjcqngxVCpBd+1/2zwMo+IomLVQbodWH6JqlslhcBVBQcmDwKwq3dXw/66E0Ga/VStkXhRw/O3ToeDRk8yeniank0dGKHqxg4bPWMwi1ewKD83yg8OPkoxG1yjZ0eexfZt3rv1vXz2yGc5OHmQbT3bGr6nwwisNnkrz1hljMHsIGdnz/JHL/4R6zvW4/ouXx/6Oj9180/RYXbMEVu1KdbmGm1uEaTrNxF58xGrYuoziqrelbGeERBFuaTG6s5kXK4+wvhkmQ0onOtLBt+niJYZReWChVV26V618P1hagobVwQVzwA0Q2dDb4K9p6cZLdS40zRxbWtBq14mUnNcgvXMn7Xxpmv4AwExkmhQFDWHWUup1imKNM7NLKwKu1xUQ6VYso4o6kjqFKsO1ZN5Ehs6WleZ83yiCd2AKLKawqxN16Ci1OJrWnbKDQHtkWIuUhRZIvhtpgvBvTbQ0RhEn9FDRZHdqCgyNIUeBO6BCcrZBOZNnXz6yKe5pesW7hq466KuB0C1FCj+EplMy+UxUVS7RkSRPy/MOlIUyTZT1EYbbVyniKxfqkIt7D8k9MYJl/UdSb52bIItA+e4a0M3g92phl14ro8QKr4ksHBTF2ZNY1vcYXbgSpcj00cWVBRFVqLJsyWMpHZJVpuIXBrc2sXdP7mJL/7e8zz1pRMMbAr6aLqpsnHXiouuznojIbKORYqgzr7gdy2MV2B7D+eOTjN+JugXd/TVKefD/z/+/DjADy2jCAJFUX68wMxomTOHprjzLRtixwbA5rsHeOYrp9j790NsnWlt1c/1JFl1c9BfGB0q0D2QvioqKc8LMp2MpEqmK1IULR4fMB8/rIyiVkjljPhZXQ48pzVRdDUVRdKXnDowgWN59FRlS+tZtWQzfGgKCaQ7TAa3LlwV7UZAmyj6IWF4qsLP/vleICCF7trQeKNpikBIWacoam0903oSWCfyzHzhWPxZxyMb0PtSJDZ3UXpmhOxDg0tm1kTwChZqzmhqDLXOSFEUDP7mKzA8AYmLLCld/O4wlefHWPlbd8XB3EshE44xi1XBZMnizFQFQ1M4PVlGSkmx5uA7QcM+XhknLQSOIjg4cZAus4s12UZvbKTQmW89i5Qu1uk5O9l3P3GQlXcP8Nr3bwUCokjrS6EkNYy1gbLhKz/4PI92PhNv8/Dgw/zkpp/ks0c+y3RtuiGfCIgzWc7NnqPqVnnXLe/iS8e/xCdf+mS8jqZovG/b+4A5Ymu6unCgtXR8lCXCHKPw5ih/RvoSabmIxOX7cT0pUQlIig296ZjEizB9YoZuBNpgFqEIlLTeUvn2ZJg78P7/8mMLftdgV4rda7vwwspmqqazc3UHX3ghkI139KTxfR/fc1G15muSUS9eURRlM8z87XHs8yVSvxqQj4mwQTF1lUK1kfiyPRtZpyhKm+q1ySiqs7PmEjobpcLUJ1+i94M7SNzS1bSd9CWqptGT6GFVZhUl/Qxyno3O9DTKagXbtzFVk4obZBFFiIiiSCHkhETRVCH478oFiKJmRZHCL2KifWOYGaC0TXBcHud37vudSypfPz50ClXTSOY6Wi6PnsVrZz2LMorCwP246tn1IXlvo4022pgPEVc9E9RC4mB+mPVN3WmOnbzAb37hAG/Y1s8nf/aOhn14no8iw+D+kCiyozDredaztdlgQuzgxEF29jbnRLqOh12ba6MuRU0EQYUuoQh2v3Ed/etzrN7cycuPX+Dlxy/E67zjN3ez6ubmdvPVArsSZQwFfalkVscIK5pVijZf+fiLgUxMwIrBObVv10AKzVAYfnkKISDT3bpq8bVAMmdQnbU58N1zqJrCjtesbliuGSq3PryGvV8b4sLx1n0BoQje9zv34No+f/vRF7j3HZvY86blT8gvF054X+sJjVSHAQJK+YtUFPk/nIyiVqi3/S0Hnuuj6s19vaupKDp7dJpv/K+gEvY70fFakGyPf+44x58LxBmD27rbRFEbVwcvDAcD/b/64F3sWN1Bd7pxpkRVoqpnjWHWzjxFUefbbiL7mjryQ1PiIOrM/auZ/LNDVF6cIH1HI0GxELyC1WQ7AxBJDaErsfVMMZsVRa3nehaGX3aQjk9p7yi5hwaXtY2hBw1VoTLngX/D1n7+4aURJks2xaqLdIMB31hljIwQ2KrgwMQBdq3Y1TTAjBVF1daKIruOKEoAx54d4963byKR0bGHiyS2BUSTtiKFa/hsqW7g/e/5JVakVgAwkBpACEFSS1J1qw3KC5hTMRydOQrAqswqPv+WzzconNJ6Oj7O2HpWW9h6Jl1/SeJjfpi1tD2QXEHrmSAREkVf3ne+QdFTC5VYXZuCc1fD4PD5uHCiQKVghdLZ1ufzlV+5D0UIZs4F1eJUTecj79zJr772ZoSA0Se/yWPPg2vbLYmidHhM8iLkpZGtzz4bnEc1zASrzyhqFWYt/Xlh1lfTehZnFM2dVy6p0RGq/tx86+BAAXIAACAASURBVFkp6UmyiRzfete30BW9ZZi17mgUlRq2FxBFZacc28cA0lqYUeRGiqKABJwIZ8IG5gWcRtvOzygKFEUKbk+CpKEyNnaC7rXdvHnDmy/iSgSolUq8/Nh32HLfg+hGa/uCoRokteQ1I4rmh1lHVc/kJZBgbbTRRhvXBIoGUoIi4nYmmiRBEyDg3rVdPP5Tm/mtL73E2elG5ayUEt+VqJ6PA+jhe9CWQTuhisa+5cNrH+bb7/o2ju/Qm+xtOpxqOPA0khp21b2kimcAXQNpfuFjr0EP2/G3/MouyvngmErTNf7uv+2nOFVj1c2XtPsbAnEYddhPFELQ2Z8iP15h9FQBJDzy4R2s3NQZl6KH4Lf5wEfuw6q4GAmVZPZiRwtXDqmsgWv7HH1qhFvu6m84zgh3/Ph6Nt89QKuYolrJ4W9//wVe+t457HCyrzhZvSrHGlkfjYSGqiqkc8aPVEbRfKSyBvnR5SvpPcdHN5t/n2hcfDUURSMnCwgBu960lhe/MYzqNd4EpRmLky+Ms/2BVex+47p4bH4jo00U/ZCwfzhPxtS476belpXCNEWg1GUU6UZr65lQBVpP68oM5k2daP0pSk+eJ3V737Jm4b2Chb662ZohhEDtMHGnr5z1LKqgVn7qAtkHVsdKjcUQldyeKUn2n51BUwRv3bWKf3hphKHJcoOiaLQ8SpIObMXndPE0b9v0tqb9JbQEaT3dQlEU+tXLDsJUkZZHQhV4ls+hx86z++4B/IqLuTbIOxGKIN9TZcv0erZ0b2kIrAbY3rOd58eeZyA1L6MoJIqOTQeKsIHUACk91bR9hK5EMJu1JFG0VNWzyHoW3k9+2CBdiTBrd56iaNZymSrb9GaCAbo6WmYIj9v6g/tMyRpNiqLSTI1yOHNSLthkF5iBigbZnhscv6rraKrC2p7g+k2ZwXc6loWZarawJYXAQ1LxfbIsU00V3acCjLU5rBcnSDAnvw8yihqfU8cLiKKo5HvG1Chb7qLV6y4HLTOKEjqJ8BltRcwB4EmEpsQS/4goqj9O3VWpKDUszyJLlopbiXOJoIX1LJwpnijUUAT0ZRuJmjjM2p4fZq2SQ+AmNSzTRU47vGfzexa0HyyGg9/5Bq5lsefNP7noelEp5msBJ+yAaPMURddRZd422mijjUYoKuAjhKAWTiJESlkhRNC38HwGu1Os701x6ELj+zQKrxauxIF4IBZlFKkt2uH52Y71iPJm1u3o4fhzY5dU8SyCXtev1XSVjhVB3zrdEbQ5pemLG6TfaLAqzVXLOvpSjA0VGBsqoKiCdTt6GqxcERJp/ZJJvCuJiKTyXJ9dr2s9QS0UsWDFu44VSTbtWcHhJy7ghffuxZI3y4Vdi6x+YZ5jV4LyRVvP/DhP8oeNZDbIh1puv9dz/ZgUqkc0cXw1FEVjQ0W6V2XoCCMvjHld5Ze+fw4pJXvetO5VUxWxTRT9kLBveIZdgx0LlpNXg4kZzlfPA5sWtJ6dmSrz2LGJBb/nzm1dZL53nuK3z6B1J0jd1rcgiSClxC3YJLa3nnFXcwbuZEQUNe7DAYyLHPBKy0MYCl7RpvAPQ+gDaZK7elHMhW9Lyw1eyCfHLUbGx9m6Mse2lQFZc3qyjBA0KIrW00lZCQast664teU+exI9saLoqfNPMTw7TFJLckeyD1l18VZpMOTRnTPwVySZ+sE5zgwVMCG2nAGMdeXZMrIab+8MJSVQJZg3daKvSHFrz62MH600KYqyRhaB4JWZVwCarGnzoSs6HWbHomHWy1IU1YVZ7/3eaeyhAusBf4lso+XAlYTEicr63jS9CMZ+cJZEmFPQMW3zoiJ5IAwyV9M67njjLMPoqTklV+nYDMktXWidC8uV56xnjfeOHhJFC1U+SyCoAWXLIxsez/lXZuhZnVmww+mHVcESO3rI3reaiT8+yI+jz1nPtGZFkeXZ+FKNg/FSZpDPML/0+5VCS+tZUidq1hYiiqTnN9hOha6GiaMymC0GdEelotZwPAfbs3F9t1FRpM9TFBE8s1P5GiuyZkzuRUhqSQSipaJIR+CaCsPOED1ejp/e/MhFXomARNz/zb9ncPut9K3fuOi6UYWda4FYUaQ0Kop80WaK2mijjesUioYvXf7m6N8g7UDhU5+FhzanQl3ZkSRfcajac1VBPddHD/u3rpgjjmzpADrqPOuZXXM58fw4nuvTO5hl5aZG63AUZL1hVy/Hnxu7pIpnS0EzVBJp/aJtPzcaYoVLHVHU2ZfkxPNjnD+Wp3cw25Ikup4QKYjWbOmip8Wk+HKw63WDnAjzljr7U1ePKKoG/bgoFzXTZTIzUsauuhx/fgzfk6xYm2VgY7Odfma0zLmjMziWt+A481ojmTNwHR/H8uJzaoXiZJUzh6aozDp0r2ye4I0EFJ57eYqifMXm6y+N4vk+t6/rZutAlrGhIjff0Ycaqua0OkW9Y3m8/Ph5Nty24lVDEkGbKPqhoGp7HBmZ5Zce3LTgOnpIuvzd0JfYNbOKtcn1QLP17A++dYyvHbgwf/MY/SmDL+dyzH73LBAoSVK39bVc16+44PqouQWIos65z4XerCi62ObZr7mYN3XhTdcoPTV3Dum7Fp49srzghXxuykO6s/zyw5tY3ZVEVwWnJsv0ZgyQOlkjx0Rlgm1sZlYE2Sdbe7a23Gd3opup2hQ1t8Yvf+eXcWXQGH418T/Rq/CU9Ry7/R10pEwGN3fBhRKcm6XqS7S6wL5TXSNsZzWFr52KP0ts7ab3A9vZlr8H4+guesqNfmhVUckaWSarkyhCoTfVLK1udbzzFVD1kI5ctqIoP1ml77lRNAJlzdGqxZ1LHsHicKQkTRg03Zvmn2HS8fgI0fA7AZzKzR2fktXxSk7DLMPoUDALqQtwv3aS4rk+ut91y4LfGYVZz7eXaUbQKXDt1g25iaCGRLUcIIHn+Xz1D19k0+4VvPFDO1puc8Q5RpewOLppiNet24rbZXL/jBuHWZtaizBrzwapNSiKAEqWe3WIohZh1rmETjJUFC1YDdGTcVU3qLMo2l58z2iOQkWtYnlWrBqqV8DFVc/CzCGL4LtmZmtNtjMARSik9XTLjCIDQUV1eal4mHd4D8cWzIvB+NBJSlOTPPi+Dy65bleii5nawtV6riRcT6IqIg6aVMKqZ9dJVd422mijjSZ4gO9b/O6zv4uhmMB/amjD6u3KUR7daLHGht5gwOe5PkbYxDhCxESRJW1AR51XjPnkvnG+95nAmp/M6vzc/3d/gxohIor61+foXpWmZ/Xyi6NcDNJd5kWrOW40WBUXRRUNJcs7+4OKZmNDRW59eM0iW18f6BpIoekKex659EyhgQ0drNnShW6qpDtMjofFhK40YkVRRBR1mpw9Ms3zXz/N/m8Ph8tUPvB79zUQL1JKvvEnh5i+EPSpMj0/vEyoekQkXaVoL0oUPfqXhxk5EYwBsi0cM5GVzvcur7P0uefO8pF/DN4tu9Z08Bfv3I1ddenf0BHntar23HdcOJHHqrjseGB1y/3dqGgTRT8EHDyXx/Mle9Z1LriOHg3oFJcXJ15k400BqeTOC8AtVh22r8rxqQ82VwE6cDbPz3/qeR77yQH+yY6VjP7+c9jDswsSRV4hGEy3yiia//n8jCIbiXGRz6y0gipbPb9yG17ZYfQjexcewIaouoGi6du//jq6zC660wZCCNZ2pxiaLGFoOYSArJ6h7JRJIhgXNopQyOqtS2n3JHs4UzzD2dmzuNLl1/b8Gh/f93HKRo1OEpy2x9nqgyarZFyfkio4v6uPfd89x0Zfxmz9K5kzPHbnM3zmTZ8GYPp/H8ULZdGd1X7gNHq52VLWaXZStIv0JnrRlaXptnoFVMvruhzrmSJAE0wcmaQPwfB9/XzoyeP8/6kroSiSqAQD4NWdSdajMJnV2PlrtwPw/j/fi5qea7jUtAGuH5ARIYEydqpA18o0PdNVhCcDEnMRzBFFja80Lcyjca0FiCIJJQLSEqA26+B7khP7Jrh3utbS8jaSmeJDm/89t0zcwut4M05aIzsj6hRFaktFEbIxowigYnlwaZNaiyLOKKonipLaktYz6ck4gwnqiKK681EdQUWvYfs2ZTfoiNRbz3RVR1f0mPipEnSu87M2K1e1PtmMkWlWFCmCLILDzgkmlWkUqSCrLuIiZ4yLk4Hismf10jlofak+TsycuKj9Xyoc30erV29FGUXX5NvbaKONNi4eUlGR0uP+1ffzxPknADdWC0FIFIXtRVThciRfjYki35Wx+twTAj9UVi5kPauGbdXdb9vAs18dojhZpWPFXHsTWc+SOYP3/Lu7rlpVsmyX+apXFFkVBzOlNRB19dXNWilbrjfkepP8wsdec9kBz2/9v28DYN83z2CVXRzba7AuXgk0W89MnJrHocfOs2n3CrY/uJqvfuxFjjw1wq7XzvVvzh2ZYfpCmde85xZuur3vsuyYVxKR7a8669DZehjK+JkiIycK3PP2jWz9sVUks83HHodZX2ZGUbHmoCmCt+1axWPHJ+IJ6oGNOcacMI6jzsVTmg76sl0rW0eD3Ki48VOYrkNEJd1vG1y4eoIeN6QuByYOoCgCVVOarGcV2yWX0OnNmE1/r93Sx7aVOf7s6dMoGR1jTRZruNji2wJ44cyM2tE6AyT+XKFBdQCh9ewSMooUU0WEAdzCUJYkBCJF0apcjp6MGTdYG3oznJ6sUKw6ZEwtHngmJFSUGmk9vaAnNiJehosBQ3/vynvJ6lnyahBWXLR8qj64Vhl7eBZjTZZETxKfQIoYIW/lMdNJ1IwR/HWY8YC8EFqryi06GlFO0Xxb2kJYTFEkpQTXh+WEM2sKPaXgeg/uGaAClO3Lr8TlSBkz0JqqsE5ROafK+LqcKlkNla/iPKgwlNJzfCaGS6zb2sVGMxw8W0sQRd5cRlE95hRFrQlIXUpqSErh/ithp1P6kpe+f67lNvlaHl/4HJ0+yvNjz+NqChnqwqy15owi23OQfr2iKFi3tMR5XSrijKI6i2hHnfVsIUJW+nIug4l6RVEYei4lih08U7Znx2TQ/EytlJ6K1UY1GdzzxZIdDxzmIxMSu/Uww8HGYWs/vT0D4XEvv2JGhNL0ZPAdPUur9fpT/UxUJ3D8i/+ei4XjygYbnhKHWV/1r26jjTbauCQIoSGlS08iKKyBYs+FWROoleutZwAjhTklTr2iyFXnFEUxUSQb+y52xUUogvW3Bu/vels6QLXooJsquqFe1dL16a7EVbMY/ajAqrpN1r7OvjnFR/+G3LU+pEvClagCpoRq4Khsffkq3Bux9Sy0QWW7gv6TY3nc9oa1DG7pZmBjjoPfPYtfF2744nfOkswZbLtvFcmscVVyMC8FqYgoKi4sCHjx0bPoCZWdD64hlWt97JGiyLvMjKKyFVhi1/WkmSzZXDiZx0xpdPalcBWJg0TUjfFKMxZC0DIA/UZGW1F0DXByosS3D89JE//+4AU29KabKp3VQ6tTFB2cOBh8ZipNYdYV22Mg15otFkLw8/dv4De/cID/8g9HeFD4bLxQRjpeg3VMej7lvaNYpwI2VetcKKMo+FzoatPDa8uLu5mkbC7HriR1/MriA7SaG3Q4ElrjgHPjijSPHZ/A1BVyCT0eeCYkWNLhpvxtC+6zO9lN3spzsnASgLW5tazLrWN8eor1rEDWclRw6bMTWOeLZO9ZPVeFzvLigL6CVWBdbk7OqmSCkGYpJfnxQAnVqqMRleWO8onOHp5mIqyoBcFLacu9K+N/9yR7mBqZIl/L85WTX8GTHjt6dnDXyrviUrPLKfdek5IEAq/TIBOqxcpXgLiwwzBrAN9y6fIFX69anPvBSaSE8XkWJDVsPNxZm+PHZpi6UMZzfVYZCroi8AT4S5SSjxVFTURRGGa9gPVM96EGeOHMTdSAZbsTHH7iAom0Tmdfio27V8TbFOwCilDoMDr42Asf473OT7GGLowozFpTMC3Jvm+eibdZc2oHw+L8XEZRpCiyXf7h4AgP3NJLLnHlZn2qTuBLN+o6RBlTi61nC4ZZu43Bh/MVRdLxEVJQUWtxPhHQkFEEQeWzKKOoKoNn1nU8Vi2QM5XW001h1oYT3MvjjPGmm98Mh8Ev2dDXSEp9/5Vxjo7OYmoK775zsCGXCWB2ahLNMEmkl5ZuDaQHkEgmK5OszKxccv3Lgev76Oo8RZGUXPk6Hm200UYbVwhCxfcdcmZUyMOOCzlAo/VsIDdnPYtQTxR5iogHuLZn4+Jhzpu/tqouZlKje1UG3VQZO1Vg891z8QSVWbul6uBKI9NpUis5uLYXZ4a+2mBX3Ji0iGCmdJJZHSEE2evE4nQtkQnJm1LeQtEEJ14YBwlrt/fQu+by5OLzrWfpkJTq35CL1Vu7XreWb37yEE98/jiZLhPP9Rl+eYq73roBdRnjgGuJSFEUTchCkAk6FlaXllJy8oVxdj60puk+q8eVUhRZsw531FQ6zlS4q6YxfHg6sJ0pAsuVlBVJb7WOKMpbpDrMK0I0/iihTRRdAxwbneX3Qh9khA/et2HRbSLrmS9cThVOUbAKGAktLk8ZoWp7pBYJf37rrlX84XeP82dPDHEUjY+Swj5fwlw/JxEtvzBG/isBSaJ2mCiZhRRFIVHUIvDYRsbHvBxI2w/Ksdcdu5LSllQU1bwahmKgiMYH9fZ1XXzy8VMcPFfg9Vv7MPQ009VpTARGNcndp9/F6FCBgQ3N0tieRA8SyYGJA/QkesgaWdZ1rOOg9go7O27CmOpB6TQwKoALxroselixrZ64y1t5dpm74n+rGR1ciV9zyY8Fg+ZSi7Lk9YqiWsnh6584iDuvJPnqzV2xDao70c2sPcvH93+cLx77IhAMtB9916Ok/GCdpaxnACXPJwFkN3bG99CVULg4/hxR5E4G53vYsvlB+AwIATtXz/0OSki0jR+d5rtfGQIC33XiTJGyKiirCv21ZRJFC4RZO7XW5Us1L1AU1SKiKGzA7nn7Rr7zqSM8/eWTCAEf/u8PxY1TwSqQM3L87Paf5eP7Ps6e2ga28vq4ap+hKtxV03j6yyfj79nOw0z2PxsTRenwer94Ns9/+Ycj/Nx96/ntt25f9BwvBlXbJzmP0NVUhZyqgBfkkUnPb6o0KH3ZHGYNccdfhr9DVPVMhoE69dYzaFQURdYzHVpmFEGgKJq1Zxs+0+2gfLJjqOxav5sJXmxSFDmezy99Zl9stevJmLxt16qGdWanp8j29CxrVi0ia8cqY1edKHI8H23e9ReAbJvP2mijjesVofUsZ9QTRY2KIsKJhaSh0pXSGSnMtb+eK9HDNsarVxT5Dr7wmxRFVsXFSGkoiqBvfY7RoXmKoln7mszwR8qRUt6is+/VZT2JECiKmscba7Z0YyS160a5ci2R6YwURTWO7R3lyJMjQECARPa0S4VT8xCCeGK6eyBNIqNzx5vXx+tsvK2XroFUgwLeTGtsvw5zdCJCN+pnSyn55p8eojo716/TTZVbX7t41pWiXRlFkXm2wh15hfJzUzyITrVms/6RQClpuR4VAX49UTRdi98Drya0iaJrgDds6+fIf26s1pNYgumNfhhPCQawhyYPkelMNFmXKrZHapEwXENT+O5vPoTt+vzqn+2FMy7V08WYKJJSUnriAvrKNCt+aRdCVRaU70Zh1kqL2RS7zm60HERWogZFUXppRZHlWZha84P6pu0DHPnPjyBloOj4fx7/AuMzowA4MnjQD3znLAMfaiaKooDc/eP7ubnzZgDWZdfxieQnSO5ZQfrTt5DsykAlUDwYa3PoIQMeWc+klAGBYM5JbyNLVXm0Eq/XqrxqpCgaSA3w8hPncR2fn/43d9I5kOL0gUm+9WcvY1WcmCjqSQYvsi8f/zJv2fgW3r353bz/H9/Pl098mZ8ZfHdwXZdBFFWlBATG2hympqApgop9ZRRF0bdHVfL+6JfvRe0PVCdCNJZtV8PG49yBCVI5g5/5T/fgj5SY+pOXKPSnccfK+EtZz9zQejYvzDpSkViVStM2AEpIFM1G1rNicP+t39nLL378QV5+/DyPf+441VknbiDyVp5Os5MP7fwQ79v6Pv7kE/8dHTXOmzF1hW5fsGJ9lnf8xh5c2+PP/+UTaL4RE0VRmPXjxwNb1OefO8uvv+GWK6Yqqjpey5DsrBIQRQB+2UWd38FeIMzaDwnR6HeoKFUcP6h6Bs2KopSemssoksE9oCMaLIf1SOtpRsojDZ9pIVEkjDRaNrj285VQR0dmqToe//Gt2/iPXzvMeLGZiJ2dmiC7DNsZzNk/Ryujy1r/cuB4skHxBSBk23rWRhttXMcQQdWziChiPlGkK/GEAgSTAyP5ZkWRFOCrSqwKsD0bHx9lvqKo4pIIyYmBDTn2fWu4IQ+mUrTjMvZXE+k6i9GrliiquC1zG9/481dukutHDdF9MTtjMXqqyNrt3aiaEk8OXw7sqttAwCUyOh/8/cYwd0VVeM9/uLuhApiqiutS9aJqCmZKiwPoi5M1qrMOD7z7ZrbeF0zwKapAXeLYo+WXqyiSNQ9XgUf+zR5+4r8/yR/8k1vZeUdAUlmuT0VIvDqiqJy36F51dcLyr2dcf3fSDQhNVUgaasPfUsx7lCerqAqKUDg4cZB0l9lkXSrbjUGCraAqgqSh8p4HN3Ien7OHJuJl1vE87niFzP2rUQy1wXYyH0pKA020tDVZUqJdBLnrhx2J+lDsZSmK3BoJtfVgM6EH11ZRBBkjg1cLBpWODF4mJ/dNMDvdPJCMiJdZeza2jq3LrUMieerc06ScHHqYvD+pzSAzClp43BEBVHWDgXOkDgJQQ2XW7LlAKbFQedWIKOpL9PPS984xuLWLFWuz6IZKIiRR7LqXVURsedLjA9s/wG19t7Gnbw+fPfJZXDs456WIIiklpfAla6zNIoQgZaiUl7B4LQe276MhkFLGRFGqPx3f+/MJjEhRVB6psPOh1ZhJjcpTFxBJDXddlqrlN3Q8W8FzW1vPzHTwUrfKpaZtAITrYwGl2lxGkaop6AkVVVPIhFapap1UNm/l498soSWww4fVDG9dQ1Xo8hQyvUl0Q409/WpdRlEqfGafHZrCUBXKtsfnnzu76DleDKq2S9JovgcydQ1wq5yi+SqjJutZ+DuUQ0VRnFE0X1GkpWLrWSUkigzmrAhNx9UizFoN70XPSKKkdBDNx7xvOKhQ9vpt/eiqYKrcfE6lqSky3cskiiJFUfnqVDGph+v5aPPet0K29URttNHG9QuhqEjfJWtkw3/bjWHWdRlFEFQ+a5lRZKgomtKgKPKEjzI/o6jqxDaUgY0dSF8ycWZOVVSdtUleA0VRts5i9GqFVQ3UXW3MQTdUzLTG9IUyMyNlVm7qINuTuCL3iV1z0RON/eWWmT2KQDfU+O96JIkipHJG3J8eDeNOVt3cGR/7UiQR1CuKLtOob/s4mmD1igyugNG6/qPl+JQViRuKF6SUzM5Y8Zjg1YT2E3+dQgs5vIRpcFPnTRyYOMCtna9n6MBkQxnxqu2RbmEFa4XXbunji+ZRdp4v8c0/fgGAVZM2nWmN1K4VS2wdvKDUDhPRgpiy6nJplgMZDgJFot561qwoqh6ewj43Z0m5aayfvamlH9SMnokDeF3p4SseKhrf/8xR+jbk2HzXAJ39weA2DmUE1oxs49mvnkJ4vai+xvjkNAJBMqyycSQ5hDp9lBXmWmCOKMpbQUB5PVFUrygCWL25k9MHpxp+v/pt1KEuyoUKD79/a7ws8ibbdZbD6HjvHLiTLd1bAHj/tvfzha9+imNff44uVIS+OBE5U3GoIXFVgR4qfTKmdmUyiqJ3twwURWqH2VKFFkGoCp4qGDAUVvmSwjdOU315iuxr1pBOGxR9iXT8oCLXAkTmQtYzI5FECAWrUm61GTg+joCSFWwfdDr1+PeJOqD1nuqCVaAvNVeywQpPzYiINwRZKUiFfn1FEfjCQ5VaXPUsUhTVHJ+HNq+gYnn86eNDFKsOO9d08oZtyws2XwhVxyOlN7/e00IhqqvVMqeoTlE0NlRETgckT/QsxYoitYrlWTEZND/MOq2nmawGaqmKH+zDRNC/AFGU1tNNYdZUw3BzPYVQRKA4nHfM+4dn6MuarO5M0pM2mZxt7Jz5vkdpZmrZiqKckSOpJRmrXH2iyPFkQ9UzaFvP2mijjescQkX6tXiyBGGT0BonFxzb5gdnf8CDgw8y0JHgxbCAC4Dv+hhCIEwVVcxZzyJFkZj3+rMqLunOuWwWCAKtV93che9LaiUnDsm9moiOoTTTONlo11wOfu8cnuPTvSrNzXdcXtv9w8T4mSK+JxesXmZXgryoNhqR6Upw+qWgv9O/oYPJsyWcmhcrgi4Vds1btIz8jyKSWSNWFI0NFdFMle6VF6fSUWJFUePLYux0kdMHJ0HAzbf3L6n+EY7E1wQZUyNraozWEdqB9UziVFykL7EtD9fyYgXZqwk31h14AyFS5yia4JauW3hh7AUyXQk8x6dWdkhmDGzXx/VlU3jrQlAUwYrd/SSfGWfr6WBQJoGv92l8eDlVsoDEzV2IFkqFmpSocvkDnKgcuZKYpyiqug05KTNfPBaojIIRFA+xg+/seWrJ/af1NEo4pnSlj0g4bN0zyOEnLzB8eJqxoSJvC/3D3clAoWM6KZxH+3ie0wCs3rIZSwsVEwMp6Dd5Ut2PP9nLI7kgYyqqQhcRRXHniTlFUW2yiqIJBjZ2cHLfRPz7RdjRu4O1mbVM74WugRRrt3XHy4zw+kShdgAbOjawOrOaD9/64fizh9Y8xPoRQeK8itAVtN7FpdEX8lUO47F+fVdMvqRMjfIVsJ5ZfsgU+YGiSOtdmtibdiW9qqD65HkguBfSP7aKzJlZIhuytBYujR5bz+YpioSiYKZS1MqtiSLpeHiaEmczVYt2Q6dzvqcaAqLolq5b5s43vIXV8F5QysG+zO65fcoxnwAAIABJREFU/XjCRfX1OUVRHbm7e7CL29Z28gufep4//O4JOpI6L/6HN1yW37/q+CRakHMpISgokg5/AUWRP0fGPfY3r5BSYBfNiqKKUsPxnIWrnmkpqm4Y4C6DdbrMOUXVfETh857voSrBcVdnS7h4SDV4ptSM3pRRtP9snj1ruxBC0JMxmhRFlXwe6fvLVhQJIehP9TNavhbWM7+h6hm0FUVttNHGdQ6h4vtz1jNVdRqy1oSuUq6W+Bff+1c89TNPsaojwXTZphbaoT1XBoqipIbiyNg+EmQUSea/AKMwawgGmd2r0pzcN87uN66lVnKQci4k92pCN1XMlNak6n/p++d49iungKCPvXH3imWpIq5HPPW3J7CqLu/+t3c1LXMdD8/1W2YUvdqR6TKZOlcCAf3rc9TCfsrsTI2e5KUHWttV94YkiqbOB+rxsaEC/euzF62AUhSBEI2KIulLvv3nL1MICwedf2WGd/7L2xfdj+r4yPD6DnQkGrLULNenokikD7WKQ6UQ9C1fjRlFP5pvs1cBlLCxVDWFtJ6m5s6FaEUNVZQnk1wko2g+Hn77Ftb/3mtYG/793etX8pHxGU6Mzy69MdD19pvofPPGps8DomjZhzGnKKoPs07qIEGGpIhXdvArLh0/sYE1H3mA7vdsBiAnskvuP2NkSPjB9fIkCB0eft8WfvkTr+Xut23k7OFppi4EL6usnkVXdPpKge3skV/cAcAqZz0ZqyvYX3eCNb9+F0dXnuPA+AH02HoWHGtLRVE6VAPlLTpWpGJv9/yOxo7eHXzy1s8yfbbCra8dbMiIimYj7DrrVYfZwTd+6hvcvfLuue+yJAnf4H/1fZH8r3VirF68cRot1PgEFt4j6+PP0qZ2ZaxnYcdP+hJ3qorWu3h+gF11eargMP7QIGs+8gBrPvIAq/79vWgdJpluEzdSwCxybHOKomYiyUynF1QUSdtHaoLZOutZvYw9CsmsFFtbzwBqYVlzP1TAiFJIFIUzkL70cRUHVapxRpGpqXHFqz3rOnnwlhUc+90f59/9xFYKVYeZJbK6lkLVdkm2sIgmgVERqoNaKIqkKxGqgpSSmbEKVnjfSSfKKGoMs644FRShNNlB6zOKIutZT3Lh/KUo4yhSKAFUZmeZVcvoIngGlYwRVD0LMVmyODNVYffa4JnrzZhMlhqfrdnpYJYv29PDctGf7r8miiLXl81EEU3jpDbaaKON6wZCqCDnrGem3tiOCE2geOBKl5cnX44LGESz9Z7rowuBktBQVKUpzBq/8Q1oV1yMugminQ+uZvzMLKMnC/EEzrUqV52ZF//guT4vfe8ca7Z08boPbMX3JbOTzfEGPyqozDrkxypxkYp6WGEshLnAZN2rGVGgdffKNEZSa8izuhwEiqQbq8JeZD1zbY/JsyX6WxQYWg4UTcGvC7M+c2iKwniVN/z8Nu57102MnCgwfqa4yB5Ad0GGwoeVnckGi6zl+pTDoVilaMdWwswCVcFvZLSJousUEX2iagpJLUnNqzW9fCphwGzqMkp1vveetRiawp8/efpyDpeaHxBF0l/eMGehjCIgzimK8m0ioiHKS0mxdHBhWk/HRJHvC5S6tm37a1ah6goHvxNkwggh6E50019ajxAwuK2bRFpnlbeOtB0MQiOS7tYVt3Jw8mBcHtWxgkF30QpeSB3G3EtPqEqgkio5dPYlF208DnznLGZaY/M9Aw2ft7KetYIbst2lRJW/OvxXS10eRsLQ3/pw4bShXhHrmeXPWZv8irskUZQfD8iBVgGRmc4ETqwoWoQo8kKFmtr8LJipTMuMIikDSxvzFEX1s5O6qaLpCtWQKLI9m6pbbSAEKyFRVCsH5yHDQGw1F9x0QQfYRfMbFTUpQ0MI2DU4t6+NKwLCZGiydabSclF1vJYEsilhQvqgiSZ1DgC+D4qgUrRxah61iCiyI0VRFGZdw/ZsKm6FlJZqUj9FRJGUkpIfEEbdi1RnzOgBsVlvP7NLNWbVCrqMiKJGRdGLwwE5u3ttsLw302w9K01NAZDtWdpaG6E/1X9NMoqclhlFbaKojTbauI4htAZFkaY39hmErqJ4QTt3cPJg3McYqSOKDAVESkMojdYzKWRDH9JzfFzHb7A7bb5nJWZK48B3zsaW8Ej5e7WRnldQ5uS+ccoFm12vG4yjDK5EiPEPC1bZwbV9yvlmtXFMFLWtZ02IxgcDoTUyIhMuN6foxrSe6VgVl9FTBXxfxtfsYqGqAq8uzPrF75wl02WyaU8fW+9bhW6qHPjO4rmfhidREiFRlGvMUrOcwHoGUJ114nFbpkWY+42OG+sOvIEQDfE0XSWhJai61TmPdH4eUbTIAGwp9GZM3nHbar607xz/6o2b6Upf/MyM50usaHjjSahTxNgXSlT2jQOQ3NmLuS54KURZJ8q8qmcAXsVBI9mCKArWTYuliaKMniEhg3ORvopqzB1TMmOw+Z4BXnl6FN3UyPYk6En0sLayme7VGYyERmd/kmK5j4wygmqIWNmza8Uuvn3m23z8pf9Gjjtx7XkZRYnOhuNQ0jqiWKGrO4F+PI9gzuMufcnsY+eoTlTRjk6x/cE1cSWPCJoRVKGrt555vuQT3z/RoDp5SDPYAOzYsIv/cfpP+Y3bfyOu4NQKo4UqmiLozcyx42lTY6bSuox8PX5wbILHjk2gKoL337OOwe5GgqcWzRCGBFAroqhWdjj69Ai3vnYwlopGHa16mGkNP7yf/NrCJJbnOKi63tKuZabTlGbzfOn4l3jnze+MP48DN3WF2ZrLUycmKc82Ws+EECSzRly+s5VyrCbCvKGQKPKKDrOKy6dP/RHfnDRxPAeh3Iwi1TijCIKcov6c2VDpbENvQJgMTVa4fd2cBbHpfFvcA3eu7+aRHQHRWLW9lpZUQ8Ks76PmGtU58TXxJEIT8W9SszwwBNVDk3h5K84Lq6o1vnH4LGV/DFNt/n3TWhrHd6i4FRwR/G5d5sKd+YwRnHfJLkFoK3crNrNqCcUPzklJ61gFi9/5+8MAHDyXR1MEO1cH5GxvxmCybDdkgM1OBcH9me6LUBSl+pmsTuL6Lppy9ZrItvWsjTba+FGDUFSkdOJ3tqbNUxTpCpoXtHMHxg/w4M6fBuCTj5/i0SNjGOeqvFuAktRQVQfHqssoErJBUWRVXQwBnWeL5P/+FMa6HKmdvWx/YBX7vzWME05gtFIUjRSq/OWTp3F9yY9t6uF1Wy8/OyjTZTJyIs8TXzgOwOmDk3T2p1i3vScmUvLjgSLnyFMjrNvRQ7rjR0OBIKWkVg77OeOVJotNNFnZDrNuRjoMOO4Ps53SnSaIZvfAxcKuXV7G0fWI6Fl99qtDAJelKDr/SvAseq7P+VdmuPcdm1BVBTWpsPW+lRz6/nmSGYNsT4Jdrxts2N73JYYE6qxnkyWLQtXhTx8/xTOnpqiE1p5q0Q7GbQJSHddGvXg94ca6A28gRDYuXVdjW4eS9hGKoBRW7qpGRNFFWM9a4YP3b+Bzz5/lr/cO88sP33TR29tuUMYawqpJdZaX/N+dCAaXEtyJCubPBbauKOtELKUoUkALGdxov2mWLk0aKIqCB9r3FbR5Npzdr1/L6YOTQTl62+f+t70RMbuWge0BkdXRlyL1cidrshvIdifjgecDqx/gLw79BV88+Xl+jtsphWXX44wio/Gl55sqBpIu16P63WEGTSVuPGpHpyl+4zS+gK0Jley25sGsEAIjoTZYz144M8MffOsYSV1FVQS25zPja/wGCe7f+hAfG/9j9o/v55ENjyx4fUYKNfpzCdQ6Um+5iqLf+8ejHBubxfMlaUPj115/c8PyKKPImwqJvq5mBv6FfzzNi4+epW9dNlYUtSpxK4RAS+kg/ViF1gqe47S0nQGYqTRnx07yl0/9Nvevvj8Ooo6IImGoTJWq/Mu/3s97fbVpdjKZM+KZy1ZZVOXwNWqXg+fSmbHJJ6b45rnPx5aqtyr/AtVNNSiK7r+pl/W9jWF7a7qSaIpYUlF06HyBP/jWMRK6gqYoWK7Hl/ef503b+xFCUHP8pupyALoHVUCmtCZFkZQyJnqj36RW89A3duKMlHFGArWPsS6LKzz2DU+CMUlvV3PDGZ33dG06Joo6FlE+Roqi+spnoupTVKtIN9jXqOuS9SRfemYYJ1TivGnHQFxxpzdjYrs+s5Ybk2+z01Oouk4yu/xZq4H0AJ70mKpOLUq2Xi4cT5LQW1nP2lRRG220cZ1CqOB7Yb9UoKrzrWcKKgqqVDg4eZDVnQlu7suwd2iavUPTbCnBe/UUSlpHUWsNGUVyHlFkV11W6QqJoQKlMwXUw1Okdvay86FBjj03xsjJPJ39qZYl27+07zz/67FTaIrgsWMTV4QoWr25kxMvjHP4yQvBuQrBg//0FoQiSGR0zLRGfrxKYbzK9z59lHvfuYk9b1x32d97LeBYXqzuKoxXWLO5q2F5W1G0MFZu6qBrZTrOF1U1hVTWoDxzeTbEQFF0Y1nP+tblSGZ1pi6UGNzadcm20YGNHZw/NsPhJ4NxRseKJNvuXxUv3/XaQU7tn+DQY+fxXJ+b7uhrIG2rJQeBQAutfSs7EkgJH3v0GH/x5GnShsrW1Vk46lCZtSnNWKRyxo9s/tjloP3EX6eIbsVIUQRg+xbpDiNWFEXBw5djPQPYPJDlgZt7+aunT/MLD2xcMHB2IdiejxMObmRduJg1XMQenqXzrRupnSzgTs2pVXzLRehKQyluJfQ+R5XP3KkqWlciXiciipIsr+pZ0g/X8/XYKhahsz/Fz330fhzL41O/9SSZF3Yy5ZTiag+dfSncZwQ357aR7Jx7kW3s3Mj33/19nh15lqefmWY0Pw5spWAVSOtpdLWRZLB8MIUg7fh4wE1JlfNh41F64jxKzuDpiRr3mgqG37rUo5HQcOqsZ/vDkuBP/OuH6cmYHB+b5W/+27NIoKs3sNgU7cW9uSP5GgMdjdcxvcyqZyOFKv/0rkG+8uIFZirNqpRa2PGLiIhIKRbBrrkcfiLoaI2eKpIfC2av5v9GEaSugO0jFzk2z3WbKp5FMNNp7FApdaZ4po4oCogn1VA4PVqh2xOA2tRwpbJ6/MwVrKCcZz1R5EiDmrCRlWAdK2+RT0yxMrmeb/301wD4xKEnmCxW44wigI++69amY9VVhcHuFEOTC1RpCxEt/9qv3M/N/Vn++tlh/s2XX2J4usK6njQV2yXZInRe9SRVJF5CQ52vKApvP6EqFEKiSPqS7l+8tUnpxl+qbOo3OVd2kbK5oY/CrWdqM0ghcfDJtqjCFiEiluqtZ5olKBlOnHk1VLG5Ffjmh3+MvsFm4qcnDIifKtlzRNHUJNnu3osKBh9IBwqm0croVSWKXM9HnycrbyuK2mijjesZQqhI6SGEQJFGM1EURQTIJJPVSaatcb79Gw/Gy//HHz4HF2qoab0po0gKSX08Tq3iYIbNWGp3P7VjQd8n02Xygf/3vkWPc6RQpTOl8+M7VvLtw1fGSnzLnQPccufAgss7+1LkxyqMDQX9BGeRya3rDbW6iaNW9jkrzGBsh1k3o7M/xc/89t0Nn83Ps7pY+L7EtbwbTlG0Ym2WD/7+A5e9n5/4v5r7z/XI9Sb5wEfuY+jgJF//nwcpzVgNRFE+tJlFCrloPPSZZ85w1/puPv/P70X6kk/8yvcDRVHeelXmE0E7o+i6xZyiSCelBYOuKNA6evlUr4D1LMIH79/AWNHi6y+NXPS2tusTDTllXbhY6YnzCFMldUc/aoeBV5gbmMqa16AmgkCKDHWKoonGIOSYKJJLE0VpI40ZKorwVIwFrpFuqmx/YFWcwh+VX+3oC7536ny5Zcr9jt4dOKrFRDHIQMlb+QY7UoSy5QUdnYkKwlDJAmK8gn2hhHWqwGxfimLYmai/PvUwko2Kon3DM6zrSdET2sZu7s+yM5dkWkgSWqDMmLUXDycfLS5AFC1R9axqe+QrDis7knSmdPLziCLH83FkY/l1ZV5Dd+SpEeyah26qjJ4qkB+vtrSdxQhJikUVRa7TVPEsgp5KIkKS6UzxTPx5lLujhfdGSgZkwvwKKsncXDnPiCiq/60916SsVvAqDrWSg1v1KCQmSGlz60hFoMGySNgNvWmGJhfPORiaLCMErO0JrlsU6LwvJBGrTrP1TPoS1Q+IIiehNCuKIr+3KsiPzZG6LfOxpI6u+Ri6g+82Px/1RBEQEEWLnHsrRZFp65QUHzskn48Uw5mjBZiUyEZZH2hdmp4k27O8imcR+lMBOXS1c4ocT6IpzdazNtpoo43rFUJo4IfRAZgoamMfIOqn3d67B4ADEwcalqejZiatoagiziRyPAcpaFQUVVxMAZhqUG3Xaz2Z1gqjhRoDuUTcT2kV0Hyl0dmXojBeYfRUMFH3I0UUleuIovHmCAI77JffaMTF1UK607ysjCInjFq40TKKrjUicmd+Nmwx/G3McCJ7VWcw5nM8yQfvD6paC0WQzOixoujVmE8EbUXRdQslHLTqdYqiqlcl3ZmISY0rEWYNUHEq7M3/BSs2nOK/7n2Wt+/+z03rHBub5S+fOo2UkjduG+DhLX3xskBRFCIc1Ll5i+qhSTL3rUYxNdQOE1lz8S0PxVSD/857ASpJDUSgKJIyqJhlbqwLhw6tNEmWZnWzepaEb+DjI3wDI7FwPsrOh9aw/9tnMRJqHKhcT1xkWlin0noadMlofobf+tJBnqueI5NurjSWL9p0CoE3VSP3+rVMf/csq6aqDP/JSxgC9h7L07UxBzNVvELrRsVIaFjhYF1Kyb7hPPdtarSpbcskGCoW+cPPHUJBY6w0s+D5SikZKVTZsWmcH5yd5cHBYLYvbWjUHB/X8xvK3dZjNAzBHsgl6EoZTdW5ao5H1DXySjbCVJm8UObQ4+fjlN7TL00ysDFHx4oUw0em8V2fm+9YWLkhTAVKC4dZS9ene3oFo1prsqmk1NA9BeFD7fgMM4eCfAE/7BjpIVHUHZZln68oSmYNarMO0pcNGUWHzhf47LPDnJn0KStV9NqcjS5r1HjX6dcx86Xgu3b6PjPQoChaCBt60zx9cirO2hkr1vjiC+f45w9uiq2CQ5NlVncm48yjW/qzpA2V/cN5fnLX6pbWMxm+L2rAs2NF7pv18D1/rjRp2EEXamg9C0twOTUP6hyVUsog90vxUFUb225+PiJye7o2DYAjJLkWQeMRMkaG1xRvR5y1YX2g9tJ9jaoqsMJ3yr7JEu9Gp/joMFrY+JsbO0jdFryLIkXR5KzF6QP7OPbsk0wOn2Hj7c2lfhdDTBRd5cpnQUbRvDBr2tazNtpo4zpGqCgCQBoIpZEo8sNZzt3dt/FM4TkOTBzgxzf8eLw8GXI9fjIgirwozNq3kaKxIIpVdTGFQKT1oBqnu3yiaKRQY1Vnkq6UjutLSpZLdpF+4JVAZ3+SV54d5dwrQf/LXoZCe+x0MbCyRZWOVcGeR9Zf8zLcVjmsopzVY0Vxw/JqVPWsPWxcDjJdCc4fy1/y9tHksH6DWc+uNeJq4flGG+BsMRhvJTPBOyGaOB/sTvKGbXPjkWTO4NzRGSpFm8EtjXbMVwvaT/x1ikhRZOh6nFEUKYrOHJpEShmrP1pVN7oYfO6Vz/GZo5/BSKaYkRWGC7/C2o6+hnX+Zu9Z/vfeYXRV4ZXR2QaiyHHrrGfhjI99ugA+pHYH62mh5M8rWigrUsiai5j3AhSKQElq+BUXf9ZG2n5LRVFCLt2ApvU0SWlSUxw0XydhLuyDzXQl2P2GtcHAPByI1+flpBeQGxqmRrVW4av7zqKtmWKd1hg+bNdc8gULwobV3NiJO1ZFPziBqLqcAnxV4c63bET9uxMLEkV6QqMW2oTO56tMzFrsWdf4wso5EpkxeOlcEXcgwd7h83Bv6/MtVB1qjs9J56v87rPjc0RRqPCqOB65BYiikUIw07SyM0FnymhSFNUcH485RZGS0nj58fMcfuJCTMAoiuDOn9hAcbLKK8+OAq2DrCMouoJk4TDr8r4xVhYHmTDWtlw+7gVkRa/SybrDnZTzY7HNUetJsHZLD/fVKtyUl1CsNimKUlkD35dYFbcho+hXv7afA+cK5DIJSmqFjpoXd7DucVdyZ2Ej1eo0SMkGHy5oGsYy/M3re9NUHY+xosVAR4L/+q1jfO75s/zYpp64wtfQZJkNdflGqiLYNdjJvuGZmFiZ/16IFFSZjMHTxQoPSJPxQ5MM7AqteGGHHRGEWXf1p5gZrcQdxPh62x5SaqiqB4qFZTV3viMr2YwVdpiRJNWF7V9pPc2HR99F4rEU8j6JWw7uq5qqYbs+F/JV9pWrzGZTKGFekqy51I7NxETRilBRNFGsMvyZj2OVy5ipFOt37Vnqkjegw+wgqSU5Xzp/UdtdLFxftg6zbvNEbbTRxnUIKSVKnaII3wCtsQ9ghfryTrWDW7pu4UT+RMPyZEgEeSFRFGUURVXPGsKsKy6mAmpGR2hKg2J9KYwWauwa7KQzFbTn+Ypz1Ymijr7GymfOIpVaI7z82HmOPj1CMmeADEpxZ3uS7H5j6/7M1UKkKOrf0MHwy1ONk0gEv4WqK2iXOd54tSDTZWJX3SCQ+hJUQXF4eFtRdFlIZHRUTaE03Ti+mg1dAumwv581NV67pY+3717dkN26fkcPR54eIZnRWbN14QIzNzLad+B1CiVsLA1dn1MUuVUyXRlc28equHPWs8tQFLm+y18f/WvuHLiTLcm38Omh3+bgyIkmomi0WGVDb5rbBjt55uRUwzLba7aeRbYWNSSI1DAp3itY6CtSsbKo6bxTOn7FwZlorHgGczNVZotMlPlIakmSfoKaYqH5JonE4uTSve/Y1PBvI6GR7jAoF+wFZ3aSCRO9ovHwLsETsxVU2diwj58uYkUTYAroazLc9N4t8N4tANR/4/j3DLziwtaz4mTwW++PSoIPzhFFUkq8gsU9dw6w962buOtTH+Xk5CQlyyXTwnIXl4AUFiPlEcYr4/Sl+kiH65brwoDnYzTcdmVHMFN3el6WznxFkZLSsWseHb1J3vc7jczVxPCcPS6y+rWCZmp4tFYUSSkphXlHutr6dzrnjJIDdud24p/1MDd0sOJDO+PlA8B9d6zmo7//DD6SRKbx3COCq1K0KVgFTNXk+KjFc6dn+Hc/sZWfvruXRz/6WYQlA8m2gIQimEnW2PVvX4Nve1z4D0+hC5aVlbMxJIBOTZbQVMGXXwwIi/3DeXav7UJKyenJMu/cs7phu91rO/njH5xiqhzOlMwLSvbD98Wvv3kLLyRg5q+OknzyPIREUSTrtywPz/VZsS7LzGiloeIeQLHqgK+jKC4+NRxXp1hzGu6ZWFFUDUg6T0iURSaDkyTo9LIoswq1I9PMpoLn39ZMLNdn/3CeKmD/7BZWDQY2u/zXTlJ+fk710x1WbJx8aS9yeop3/OvfZuOeOxf+0gUghGB9bn2DTfFqwPF8tPmKIgm0FUVttNHG9YhwMkH4c4oiRGO/pSosFCCnZOlP9zcRRWZEFJlKc0aRQsPrz666pIRAzRkITYAvkf7chN5CqDkeU2WblaHyGWCmYjdVaL3SiBTpEZZjPbNrXpBx8x/vAeDPfvNx8hOLW8+vBiKiaGBjjtMHJ5mdrtGxYu58rIrbDrK+CETjhnLewhi4BKIovHeMZJuYuxwIIUh3NdsAq6WIKDLj9f78nzX3F+95+ybuefumps9fTWhnFF2nEBJc4aCrBkktGEQHiqKANCrNWLH1LH0ZGUWPnnmU0fIo79/6frb2Bg/DkamhpvVGCjVWdSRZ1ZFkbNbCq/eRu81h1n7JgVAhBHOEkZcPHs4go6j5uJVUoCiKgq/riSJbCaWv/tJEkRCCNClqwkKVKqnkxXtLI5VLK+sZQC6dQfMMLHUIRa2gyMZOwuipIlaUNbUyg7IIoad2mHgL+JmNhBbPLuwbniGhK2xZmY2X/x/23jxKrqu+9/3sM9U89KDuVkvdLcmyPEqWPNt4Ag8xkAAhYQyBhJDc9yCE5OatvJebm/cCl2RBLjeQBG4IhKwASYCEJAwGxwQ8gG1s40keZMu21K251WN1dQ1n3u+PM1RVd3WrWy3JwqkvSwt31alTp06dOvu3v/v7/f6k5SFtPz7H63NduNT450cPtd1fpAryRfB+T08+DTQIx+oyq2ARyRRZzxYrijwiWiFSFC3V4rNnQwYtDFxeWGA1Q9MVXNpnFFkvlnBDFY+mtie3Rs3gPAzqfSgOoLcvMnVHYopA8dSMqAtafT4gigpGgb+9f5RsQuNtVwyR0TJU1RqKFbSVTXVp5Lw0lh4W1aHdbKW9HSKl0OhUlX946CC265NLaDxxKCAJpyo285a7qGPapcNdeL7kkdGAnFmUURTeLxRDZfNAjn/DIXmwghMWpZGiqB4WjH3DQV6XU28972XTQUoVoXi4mOAnYgIxwkJFka+I5W0DVQ8lHI7m7z/CzOwUAK6ewnZ9Hj84S0JTuGB9I8RaSevBtR/uV1MVulIazu576RrcyOadly39fifAcH74jBBFepuMog5N1EEHHZyNiHPsQuuZ7xnIhUSRDOqLrMjQn+5nvDrekg+UCIcTS1NDRVFoPfNsWGg9CxVFWt6AcBxdif3seGSRLyTpCtXDpQU2+dOB5gWv7sHMihRFjuWiNy2aFvtTba1fpxvNiiKgJacQwu+iYztbMWLL08zJ5RR1FEWnDtliImhv34R6xcFHksudXpXhKwGdK/AsheKDo7joSitRlCwEX9nfff5OphMVFHpPmHvyhae/wN7ZvW2f2z2xm+HcMDcO3ciB6QpSKuwrtSGKSibXndtLz6zLiCWYqlj058NubC2KoqjjlY2S1eOVHzUfEkWhvcq33LbeWyWl4c3buFN10ERMfgBYWLh4GHJlP+yAKAqOLHUCRVE7iHzwPkspinLpDJqX4CX766CY6GaRu7+xEfoKAAAgAElEQVT8HG5o8RnfP0e2Jwm2izGUa7uPCGohgfn8TJxL0wwjqWLWHH7rK0/w0P5pdg0WqH3vANlrBwOCKTyn0bkayHVxtHSMz9yzL1YgCQG/+qrN7BwqxmSPK4P/3z25m5tHbo7VR8t1Pos6iaQMlUJKp2y6LZlGpuNHzbOQjh8oimarbVt8KqpC30ie8X1z5HqXJvJUQ8WFtl3Pjn1rN7qhgS3RlMXXxYw5wxF3gksYYEDtIeHrWIrNZ3d/lv1z+0lraX51w//BC3dPo0/azCuLp+mpSFE0b1OySmT0PHf85BjvvmZTLGU3NQe9olA6XsPoFuTnM1jJ4HsUisAHNFbWeWsgnySpK3zpwQMcnzd59XnrSBsazkslpr/yPKWqzaWoLdYzgJ2h0uYz9wQruEmjfUaRMFQGiym+o7i8RyaY+crzaH1pUucHstpaqAbsGwmu2cWKIhekzqHa8zi+hfQNjs2ZbOtvXONRmPVDxx4K3lsNiKLqI+OY+0oIVZC/eRitJ7i3RdfwnvwoF45uZmZ6gix9YOQ4fKzGt3cfZfuGQksYuBIWrX7dRQ3lw1uZRps5zKW/9n6EcvLrICP5Eb5/4Ps4nrOok+GpgutJjvsP8pNxiysGrghsHZ2Eog466OAsRawY9xxMx8P3dSStjTOq1MgQ1F8DmQHqjsm9X9+DnPHpm6oxMG/jSoktZAtR5PhOsHTdvAhZddCFQM0ajQ65ro+jCj56xx5maw79+QS//9oLWhZ4jjUpn4shUdSuQ+upRqRE1xIquZ4k1RWEGTuW19L9stCX5vDzS2dMni6YFQcjqdK9PqgrHrljlH1PTHDtm7eSzOjYdacTZL0KZIpBTfvIHaPsf3KSV71l6wlte8/88AhHXwxq9ojY6BBFa0e2K8H4/rmWx8yqiylOTTOoVzo6Z+hshfTxhUtCGC1h1vPZScazo+Rnu9lojzDcd3hZO0vZLvOpxz9Fd7KbnLGYrDBUgw/s+gCKUNhQzCKdLo5WW5UoruczMW+yvpDE/o8JrjF1jpbqDaLIXRxm7Vcc1Ka26EJXUDIaXhggJq3FXc8gUAk441Xqz05jbMy1SIwt18JWbAxvhUSRTGIrYWDxSdjzXjI8RnUXJbHEhFNT0Nw8Qvhofj8Dsxfy3IvHyPUkUVSBogq2XDdI8lglzmpaCmrBQDo+su4i0q2fz0hp+K7krqfHGexO8Z6RXubvO4xvunT9/Llxt7TI3pczchSyh5ApjaePBDfHgzM1sgmNnUNFJsoWQoDtNYgioMV6thSiTiJAvFI3V3fiDmz1JusZECqKPHJLdAu48LpButdnUJfJ7tF1BccHf8HqnJQSMekznR2nx+5HbUMUjc2NYWvBNdkt8iT9BAfMQ3zmyc/Qlehi1prlwrEbmXxYIrIaezUPz5ctHuV0SEJEiiJVZnB9yet3NNrkOrqH7qiU5urktnvkShlmm9rBB0TRyqAogl+4dCMP7ptmXTbBB28+l8cPzNL39Bz1PdPoUvK7JNnY06rC6skmeOPOQZ46PMf5AzkuGmxtIR9lFAlDQVUEud4UP5Iat9g+5rPTWPuCAsWsuQhFUBwI9t/OeuZWziPVvZd8dhN7D2xmfK519bGYKHL1+qs5Vj0G1hCqZiBdn9J3R4NV47qL1psi/5rArhkRRXdsfIDEQZ2snWYsP86OCy7h4dnAWvjWy4daz1N4/fk1JyaKBp1JALZdvXzr5BNhJD+CJz0OVw6zubB5TftaCrbn85z1z3xpz7NcMXAFSNmxnnXQQQdnL0JFkee6PLR/Gs818GglQ6qyBiRJixT9mX66awPseeg4lxZ0CgJqwB7PY8jxQ+tZsE/HX9z1zJsPa5usEauZpCd5+sgcX/zxAXIJjXnL5d3XbGqxlcUW+WKSQurMKYoALrhukGRa5/joHKUVKIqC+qhRuxT70ux9aDwgkNrUyKcLZs0hmdVJ5XQ27ehldrzKcw8cI1tMcMktw4zvL3POZcvXsR00kOtOsPH8LkrHa4zvn+PcK/sZ3Lq4M3IzHvrmPpDE8Qfrzyksu4jawcoQdQtvtq3aNYe6kIuU9x0sRucMna3wPDzFRVMScZh13a1jKXW+sf1T/OFFH2byb2CDWNzGshnPTD4DwMdv+DhXr7962W0NTUHz+pi2WkNcJysWvoQ+XaM875AVtFhNHK/ZehZlFNkoC0KBA/VL0KbUNxd3PYOAWIiIj8LPbGp5ru7VMYWN7q/MZ57yk8yGq11iBd2mFqLaZXBHxuGPHR9DWzxgS1Wguxl+a9vf8PXHDmPUXMDhLb9/OansSo1GAWJrXtmOJ8ARohWFSwfzfOU3X0X57oOUgdrjE+Rv2xRb1qJ95I08rqxx7+/eFO/jtk/eF7cNn6pYdKUN6m5w7eyZ3oPjO2TCG2bVXt56FrWR7MpE3v8GURRkFDUKPSWtY9fdJX3W5101wHlXDbR9Lj43horjy0XWM1l30YRO2Zqhm762iqJpcxpbDwrMgsyQlAnuLz1MdkOWT9/8aX7pu7+EYzsoqg4/u4EH//15bNcn1UQsJjOBMq5WtinJEml1EIBsovF+bsJHkQrScvDyNfJehnGtcX17gLYyQREAf/zz21v+lp4kz2Gmt+R4Tvhc9/w8XRMm9LZ22vvzt+9acp/NiiKATT0ZvjRT5V2/cw3z9x9h7o79QBBObyTV+Lqz21jP7Klb+fyv/DGDxRTnPXonRxd0lNAUjc/f9nlqtsuF/+9d6F0BASxNl65fPJfy9w4EqsHo/IS/+U+99TOL7gvvvHZb288TK4qqDSIripfSE2vrGDOSHwHgQPnAaSOKXE/iyXqc4xQRRR2aqIMOOjgbEYdJ+y7H5kw8T19EFM37VSBJigQD6QH6K5vQBAwZCuntvYzt6ub9X3iEf3Y9FGWh9Uy0WM9kaIdSsnrcpVS6fpyN+IHXbOVjdz5PqeYw1JQzezRcuBjIJ2PF/ZlQFAFc9XNbALjny5UVZRQ5lteiuI7sa3OTNXo3Lq9EP5UwKy6JtI4Qgte/fwcAd3xmN8/88AiKpuBYHjtu2njGjuenHYqq8Mbf3sX00Qpf/cgjJ1SXmRUHq+ryql/cys5bzmyQ+Ssd2a4kviepV5w4c9Ste5hCrrlr+H8GdDKKzlb4Pp4IrGeRosh0TSpOBYBzhzZT08v02ctf5LundiMQXNxz8YreNqsOUPFaPeWRjDdfDbsmScHR2cYkz3abrGdee0UR0LBJuT74cklFEYBaTJC6qLfluUBR5KD5K/thJ6SBLYJJpKKv/lKvO8Fr60sQJ54CuoR8SieX1ILcJUWQTK/eqhKRPG6bzmcRydJtBPu1D86jpDWk41N95FjwGkGsqsgZOcp2ueU77MkkmA7D26YqFj1ZDdMz2VzYjOmZvDD7Qtz17ISKorCNZKObSKMAM9sqilwSa5DPaoaC40vkAmWLE16Dc9UJPOmiisXvMVOfiYkizRYkfYMqNd587ptZl1oHgG17qLoSF5T2ggwEoQhSWZ16ObCeJURQvCWbrqkoNksXYKXmSMoEttYgK1wB6gqtZ+1wnqqRQrBHePxQuMwqktqDx1a1D78powhgy7oMY9M1fF+Subw//j0GRJGGqimourJIUTRXDwr2QkrH0BR6s4sziiJE9w7NUPDng9cZw3m03tQCoshCJNS25PFSiBVF9cZKcSZ8uaqtzS62Kb8J4LTmFLm+jytNps2wOYDvI5B0qKIOOujgbEQULSB9l7HpKvhGbGGPMC+DGjUlk/Sn++mf38SmjADHJ3vdBpKh/cZ0vNh6JqUMiKIFYdbRmK+EXc+iYxidqqII2LExyNNZSAKNz5nkkxqZhIamKuSS2hlTFEXQk9rKMorMhRlFUee05ReBTzXMqrOokcclNw9Rn3d45NujDJ5bZN3wmSOuXimIc2VPkFVUCnOpCsvkdXZwcog6VzfnFHmmR12srRnUfxZ0FEVnK3w/UBQJI+4g1EwU5RN5ZnKzrKsGUsbPPfU5tvdu55rB1s5ST00+xdaurWSNVuXBUugxNlLGYqI2wYvfKTM3VWeyZpPyQZkJBmMFwURTV4Zm69mXnvoie6eO8F8rb45DgCOohQT2gXKsDFHa5daEM73stYOIBR2BLM/CEjZ5b2WkT9JrEEWrknOEiAiiqt2eOHEU0AnaKuaSOsL2SWWNE3bkaIdG2HcboiicPBd1NSioDpVJXtCDV7aY/+ERlKTaUkjljByO72B5Vkwy9uYSPH04sBZNV2y6MoJx4KqBqxidG+XDD36YgfQQQr0y/rxSSv7X917g1gv7uWSo2NJJBBrWs9mmAmyR9Syl4dQ99DV42zVdwZSLw6zt6WBVcWbuKP46D1W0VxS5qkQoCk61hoKCpdr86gXvjLO/XNtF05U4/8ZyPYJvtgEnUWf3Y/u5Iv3zOBcFx9Hcfl6GeUS6gDllFhimrrQqilRom0G1IhwNfvd/f2iaw77PlT05bnmpxNTfPUvEPyXP7SJ77eCSu2hYz4Lj3tybCVrPz9XZ2JUmc8UAlfuP4NheTE4aSTXuvhGhHIYs5sLrcn0hybFy62RBSskffetZ9hwrB/sJ1WoiqaH1ptB6U9SfnYq390pWbJ1cKWJFUa3x+0xr4CCwfWhze1kxCokChUSBA+UDPDP1DPcdvo8P7PzAye9wAaSUOJ6Lh8OM2aoo6qCDDjo4GyGbup6NTVWRvoEjrZZxrewHKm5damTTvQxUNrE5KUhsLmAMZkkeDuzwluOTDGs86Usc3wlqpyZFkQjHHjVrxPZkPMn+qSpD3Wn6wo5FC4miY3Mm6wuNYOl2jTdON/SEimN5J+zS5pgLMorWBcddWhBo7Tk+931lb6yKuPEd21ra168VZtWJ3zvCxvO66NmQZfpIhUtuHlrilR0sByOpoidUKqHq+ql7DnPouRlUVXDlG7bEmVBRgHlxmQ7AHZwc4mDxWYu+QCyOb0aKog4NciJ0FEVnKyKiSNHRFA1VqNTdOlU7mBxn9AxzGY+C1c19LzzAXz7xl/zJw3+CLxtqCF/6PDX5FDt6d6z4bQczgbT06Sf3s/vuQ5SO16i+VOZSS6M+Xiea4840qQHsJuvZ0bkjPDh2P8INBvdmqAUDv+bGvnOlTYhYYkuR5EU9ZK5cbEcKrHcOqreyGaDh6ThhtPLJDKh1JyhSllIUOYBAkNVVsgkNzZGkcqub7EZQczqIRlZLMyKiqKBpeNMmftXFGM6Rv2UErSeJktTIXNY4X3kjyKaZtxshkz0Zg6kmRVFXyBtuKW7hdZtfh+M73HP4e6jZ52JF0WzN4dP3vMRHv7MHaO0kAlBMLVYUWY7fQhRhqPi+bBtmvVJouooj5aIwa2cmuAYr5iyu76CIxe8xY85QTBZJZLLYlWD7y4auYEN2Ayk9JIocH01XY0WR1aaryou9jzGvzrJpZjsbJy4CINFEFEVqnISmUPODIMpK0yXnEhBFkcx+tbAPzmMnFGQuwcauFH03bCSxpYA3Z+GVLOwDZebva9/lLkJsPQsztzb1NLqrAeSu30Dygm7KfuOaa+64F6FsOmQMNQ4wX19ILsoomq7afPHHBzg8W+fqLd3kwnuBMRzkjmm9Kfyqix+SjG7ZbgmuXwmaM4oi9KY1fKHwH3uOr2pf7TCSH+FA+QAfe+RjfHb3Z4MV71ME15egBPuru3VqTg1J0PWsoyjqoIMOzkpEiiLPDcYNaQAS02ssFJS8YHEAx8erwwZrgLRU45zGRKjENd1AUQTBuOj4ziLrmYhUsFk9DrOOrGebezOxqnmu3qoWGp8zWV9sZLsU03rLgtaZQNSsxVnGyu/7EtfxWxRFUSD23PFWoujYvhLPPXiMibEye+4/yuz4qe2MZlUdkgtcAEIIrnnzOWy7sp9NO3qXeGUHy0EIQbYrQXU2qO0fu3OM8f1z7N89xd6HGqrw0kQwv8r3doiiU43mbuExbB9bpSWPtIP26BBFZymkJ/GEiyoCz3BSS1J367GiKKtnKSWCid7f/OAfABgrj/HAkQfifRwoH6Bsl7lk3SUrft8tXUEex74fzpHKG7z9v1+J3Z9gl60xe6jC4LYuACozjcIgsJ4Fg/DVfVcxqASkhbLQehZ2Povambeznul9aXp/+cK2FhTLs7CFg+qt7IeteWpMFMmTURQ5wWtrSwz0djihSwuFbFLDcCXp/MlZXoSqoOSMOKulGX547FlVxToUkD/GcJ7ESJ7+39xF/4cupXD7pnj7KLS8mShal0tQsdxAFVSxyaWCz5TW0nz8ho/zL2/4F3JGDjV1iGoolx6dCq61n4zN8tThUksnEYBiZnFI5EJFkRe1hl+j9cyVgSKmuYh0Z+v40sf0Kni+09Z6Nl2fpjvZTTKdwakEx3/DphuDY1IMVKEGRJHRrChaTBS9tOlhpl7/E7KFBGk7+A00W89EqMApFBM41eB95pvkIS4SRYC3gta+7WAfnCd/Thff/e3r+c5vXc/rrhhi3W/soP9Dl9L/oUvJXLUeb96OV3zbISaK9Ib1DIjzHtRCgt73XETd8eMVTiOl4bQJs86nGtf5+kIqvjYi1MJr6HdvO4+v/sY1cZh8IpSua2Ex5ISEszdnrZooEoYCqsBrUhQNZnWkovKF+xd3blwtNuU38eTEk3HYe/Pvaa1wPB+hNIqWaXM6tJ510EEHHZydiKIF8F3GpmvI0HMd5R0CzHmBYki6PhNjZTLhREwLLTVJLbKe+fECnu9LHM8JVORNY7zm+viKQDHUWDHtO4H1bFNPhmI4Ds1WW0mgQFHUTBSdeUWREVm5l7GfRc8tXEgr9qcpTbQuvoyPBgTcLe+9EIDS8VNHFPm+xKq5JDOLa6iRi3q49b0XtXSV62B1yHYlqJQs7LpLrWyz85Yh1g1lGd9fjrcpHa+R602hnkSeagfLI5XVUVRBNVR1uY6H8CSe3rmmV4IVXZFCiCEhxNeFEHNCiLIQ4l+FECdM2xJCXC6E+JwQ4nkhRE0IcVAI8Q9CiNOTDvpKgi9j6xlAUk1ieg3rWVpPM6uswxMexlSBt2x7C32pPr6858vxLqIJzmqIonO7N1KoDuIeMNh+4wZUXeFov0ZKClzHZ2vY9cAqNwZm2/Px9EBF0aP3MKxsABqZORGiiaATEkWrySOBwHpnKTaKe+Ift/QluqfiRLTFSVnPgglobQnrmRmqt1KqQjahkfLByJ58NopaSMRd4VqOIyS70orAPlBGGCp6/9I+5ogoKtuNQagnDJ4+Uqozb7nk00ExFtmvFKGwY90O9PTBWFG0fzIgEDRF8IX7R+McmkhRlEtoaIpokX0vDLN2QwnaWtqqaoYaWxtlE2nnzVmYXhWJxJMuCu0VRT2pHhKZDF49OLeR9UoIQUpL4TsyzCgKHg+sZ60wXZOUniKVN/DqHooAo0mlpoYrm/mcjhsSZ/PN54HgZus5qyeKvKqDO1XHWCYfQC0kwAe/snQx7Ns+aEosg+/LJUgbKvtDoiiCbbZaz6w2iqJ8snGdDxSSzJsulSbFV/TfmehcR4ThcKB2i4gid9pEej7+/OoVRUIIlHQj5BTA91wMw+DJQyUeO7C2FsPDuWFsv3E+Ty1RJBFKY9/T9enQeiaRHUVRBx10cBaiOczadv22RNFsRBQ5PuP758iGw7LWE9QN0QKL1aQocl0PV7ogBITZiq7joQO+EWwvwhquNG9Rsz22rMsE+UMJraUGsVyPqYrFQL7ZevZyKIqCmme5QOvouYXdzQp96UXWs+P75+gaSNO/KRhDFz6/FljhuUlk1pbt10F7ZLqSVGbM+Dsr9qcZ2FJg4kA57vpXmqhR7OQTnRYIRZApJmJFkVkJ4zU6+UQrwglnb0KINHA3YAHvIdDFfxS4RwixQ0pZXeblbwcuAv4CeBbYAPwh8KgQYqeUcnmvxH9meH6sKIJgQm+6JhW7QkbPoAiFqqtSSo8zML+ZX7nodgazg/z543/Oe+96LwoKh+YPkTNybCpsWvHbDhbSbD9yK55w+YL3Cf76LotnjDq9qfeSrQtGLu5BqgLqDr4vURSB4/q4xiQ459CjdzFIP9BGURQGilV/Mg6AWIEd6S8e/wuemnwKgMn6JL8kbkVZgaIoCl10o0mXcvLWs6UURXUp0QFDBnktti/Q1kKIFAzMF0pMfv6plseNmsO1GRX9pTI1D4yh7LKe93aKot6wK9kL48FjmWSYs6M1iqlLei/hgcMPUrKCbcamKtxa17kwm2L8/imeeHiWWz2dgVAZJoRYJOleqChywsNck/XMUHDD4rG5W55fdqi5ARnm+S5GG9572pzmgu4LSKQN3LCYbFaypbQUvivRUkuHWQOYnklSTZLOGcgjFsmE2pI1pCeDgjmb0SHsEjbXNOF3CFKPTkZRZIcqssSyRFHYyWEZZY60PZREkwpKCDb1ZPj27qPsDa+LtKFyTc2JiT0jpVGeblULlesu+abrPFq5PVaqc25/cIwRuZoJ7aVRkW9sDDyPWncSBLiTtcCKKll1RhEEOUXNGUWe65JOJsgnNT701ScY6UnzX244hxu2rVv1vkcKgZn9nMI57Jvbd0qJItfzoUlRNGPOQFbGiqLo3tpBBx10cLYgblHvh/fckCiqOQ3SouyU8YTP3h8f45l5l3NSHhXVjuvBhN5QFKlquDhjh/dCU6NcqjP2Px6mpkBRANGCYjg+j88E77W5N1DEFjN6i1poIlxsa1YUdaWNM9b1LIK+IkVRcB71hYqivjRmxeEbn3ycgS0FrnrDFsZHy2za3oOR1EgXjEWKo7XArAQ13ELrWQenBtligmrZZvZYMF0u9qXxXJ+n7jnM9JEqvUNZShN1BrcWX+YjfeUi25XgwLPTfOOTT+CGczppdNRbK8FKztKvA1uAN0kpvyGl/CbwBmAE+C8neO3HpZSvklL+bynlfVLKfwRuB7rC/XawFHzwFBc1UhRpSUzXpOpUyejBAFmzPcxejcHyORSsXt6y7S3csPEGPN/D8R0GMgO89+L3ooiV/xh6dI3zZi7hyPqXqOsVam6Nqv4U+7ceYPtNG8l2JVAyGhkPpqrBgGx7Pp4xCUBBzdNPDxDm7jRB60qS2tGL1pMieUF3rCpYCi/Ovsjnn/48k/VJHN+hmCjSnetGdU/8eSLlSUQwyJPgb6JsoqWIolpYNHmOT1pRMBCxBelkkN7Vhz6YQXqy5Z/vBbYlVYLenyZ7zdKBxbAEURSGPj4fEgJJI7Se6Y0VjEvWXQJCMm6+AMDYRJWdlkbRVygmddJSsNPWmN3f2O9CSbfp+CgRKSfACWXka7Ke6SrRQmZzTpFfdal7wbF40kW0UxTVZ+hOdpPIZPCtoBgSTZaxQFEE6gkyikzXJKUFiiIsryXIGkATWTwpMRQPzQwm+LNNeWFOaD1zT0JRZB8sgwL6Mq1y4zD0NtbFCNL2YttZhHddPcLm3gyO5zNbc/j+cxNYdbclo2iR9WyBoqgnEwWKNgjDWFEUEkWpi3vJvXoozhUSmoLalcSdqsfHvFpFEYREUVM+he86aLrGf3vdBawvJNl9aI4vP3RyncuuGriK1256Le/f+X7gdCiKWq1n0g8URQKJJzuqog466OAsQzg2Ci9ckW+jKCrbZTwJ9VmLYl+KQg4O68epOsEkORpng65n4ZjrBPdwWdHQXZ8NVZuRqkMuqZLoDgifKKNoIrSPRERRQAI1xoCDIZG0satRXxbTOvOmGxD0ZwgR+bOwa2gzYuvZgrzOTTt62Hh+F7U5m8fuPMDYU1OYFYeBLUGXt2JfelGG0VpgVoNjXNj1rINTg2xXAiQcfTFoKFNYl2Jgc/Bdju+fozZn41pe3PGug1OPC64dpHt9Bt/zUVTBXEGlnu8oilaClcze3gA8JKV8KXpASjkqhHgAeCPwZ0u9UEo52eaxA0KISQJ1UQdLQHoSX3dRZENRVHfrQTCaHqzK122XzI7zUQ5P8dQ9h7n+rdv4zM2fWdP7Tj81gy5VNlx8Ix9/7ftxPI9dX7yKqXXPcMNb3wtAMm+Qq5qMz5n05ZI4noTEFK5wyaHT4wcZLgsVRUIV9LzzghUfy98/9/ck1SRfvP2LFJMB0z5TfQHrxRNbSmQ4AHsy7DZ1EqvzZjipry9hPat4HgXAtTzCyB9k4uQZ6tRFvaQuWhwY+Mjuo4z91XNsubSfC955/gn3s1SYNRArRxKJ4DM1K4ouXncxAFPOiwAcmahxIXDFazdx8Q0b8ByfL/7Bgzz5g0MMXdgNQDGlt2QUmY6Hpgmwg0m8GUqr12Q90xWcSPEe7k9KCVWfmtsgihTZeu4tz2LemQ+sZ2mTqjkB2UZ7eAiJMjd4jyhkc6GiSEpJ3a0HRFHOQLH9OGchQtLKUvNBMU1yXgZLeFT9xme2Ca7Dk1IUHZxHH8i0HPdCNIiipVuwStuLbXcR3nnVMO+8KnARP314jjf+5f1ItxE+biRV7PqCrmemw7b+BmmVDldOm7sDRuRqJnwueW4XyXO7Wvaj9aZwp834mLWTIop03KZgfdd1UTSdt185zNuvHOa/fu1Jfvji1El1m+tKdvGnN/4pL80GQ1/ZKZ/gFSvHwoyimfoM0Oh65vkSvVPDdNBBB2cRogw86YdjQhuiaN6exwfSWZ03/1+Xsf+j9/GUMcnx2nGyRpaEpiBEsCCjhN1CLccK9y/QIrt6uMiUDBcUI1XqVMnE0BQGo6zEtEGpabEgas6wOczgA+Iso7m6Q0929ePMySAif5ZTFNlLWM+6BjK88bd3Ua/YfPH3H+Tef9wLQP/miChKMfrUFKcKZrWjKDqdiMKUD++dJdudQDNUcj1JUnmD46NlugdDdVzHenbacMG167ng2vXx32/96x+jdkTbK8JKZrUXAc+0efxZ4MLVvqEQ4gKgD3huta/9TwWf0HrWUBTV3TpVp0pWzyKlpOZ4pPIGWy/v47kHji3KElktPNfnuR8e4UhCcizMxfk/iUYAACAASURBVJmpOnj1IUr+vni7fHeCrC/iAFvL9VGMKTzFR7qSopejrFZwxdID5IkwY85wx747+Llzfi4miSBQg8gVqDKibaIj8E6Cv6nFGUXtP8d8OOl3LA8jLKC80yBlLNWdgGhYYcesdhlFkfVs7/EwDFtbTBTljTyGv545/yV8XzIxHaxYJUKSR9UVtt+4gYPPTjM7HkpoF0i6TcdDCwkXJa3HahRjDUorzWhWFIVEkekhXKi78xipdFuiaNYMCMVIUdTo+tVqPZOeQNMVjEgGv4DMcX0XT3oktcB6pviQWTDCGPU0FV+iVB1yXpqa6rXsx5YSRYhVZxRJX2Ifmo+zfZaCktZAU5YlinzbbxsgH38GTcEIz3OkKNJTGrbpBsRciLmaQ6EpzDobFsTVthlFSxOEem8Kd7KOVwqO+WQURWpab+l65rsOqtZ4z10jXUxVLA7PnrxMv51Cb61o7noGYZh1qCYC8DuKog466OAsg1yoKJKLrWfz9jwekDAUpOOhVxSOGMc5Xg06UQohSGgKltPIKLLdUFHkB3+nL+9HC9uEK9mGChVgumyyqScdW3O70q3Ws9GpKkldoT/XZD0LF8rOZE5RbD1bLqMorGcWWs8ipLIG5101QG3ORk+oMaFQ6EtTn3fibKG1wuoQRacVUXv28pQZk0FCCAY25xkfnYuDyQt9nY5nZwo12yW9TH3aQQMrOUvdQDsJxwyBhWzFEEJowGeBSeALq3ntTzMOPz/Dj7+xv+Wx7Tdu4PxrGuzm/icmOX6gzDVvOid4wAusZ0r4FaW0FFP1KVzpkjWymI6PlJAyNHbePMgLDx/n6x97dJFyY/jCbq56wxZqZZv/+Ntn4xWMdnBtj+qczdFhjSeePsaeY2VM28Pzhpm07qXm1Ejrabp6k+QkfPiub/G/772IY6U66sAUvhIUEnk7TUktMWvO0pfuW9W52lfax0d+/BGm6lPYvs27LnxXy/NCV1dEFPl2pCgSOMLjZLqSRxlF1SWJoqBYcmwPLaxT7JMIzT4RSjUbS0jECtUoCTVBQk20TGxThkrGUBmbDgOqtaAwSGutKxg5cQ7T4iHeesc70JI7gStJpBvX1EXXb+CxOw/w7b/YTaZoMNAFzyxQFKnhOTB1B6sedfVYa9ezcAIdrhxGhEjNm0fryeFZLkK2nvvp+jQAPckekmkXEWZbCaPVeiY8BdVYWlFU9wKSIakmSYVd7QpKa2Gn1pJUPElfVVBI56irrfuxkUGYtbu6C9GdqCEtb9kgawiKDq1gnFBRpOhLE5kBURSFjzcURb4n8VwfTVfxfRmEoTd9n+lQpVRrWjmtLbCetYPWm0LaHvM/PIwwlBVlli1ElFEUKYY810XVGsXurqGAZH784CxD3a3X+u99fTd7j1dI6QqffNvOuJvfQpwOoqhZUZTVs8G16vsISWA98ztEUQcddHCWISqkvNaMokhRZHs2pmfi+6BrCu60iQCOGBN89OGPUkwE92O9P0vd/mBsPbNtp7FbBXLXb6D8Ygb3jv3MSEkB4oyi0rzF5uFWtdBstZUo2tSTacl4K4bNJs5k57OI/Fk2oyhcSFuoKGrGJa8ZYs/9R+nblI8/U2RRKk3U6d908uSOWXG462+eYS7MO2rX9ex04hN37eVHLy1WRl29uZvff93K3QdnOzLFxiJYs2poYEuB0d1T/OQ7Y6iaQrY72e7lHZwG1GyPVCfMekU400lOnwauBd4lpVzSPySE+A0hxKNCiEcnJxe5137qoGgKyYwW/ytP1nnuwWMt2zz342M8cdeBxqASK4qCQSCpJlvCrBthsSrrhnNcevsI+d5ky/t4jsdjd45Rnqrz9L2HObx3lmRaa9mm+V+2K8HFN2zgdbduZudQkWJKZ6CQ5NL+S5D4PDv9LABT2kEUFIzsvRRTOtvW6whtHqEJpOuTshKUtPl4or4a/Ojwj3h84nGGckO8/5L3s6WwpeX5SFEkT7DiHqlHuvQNOIhVe9N9X57QelYKH3ctH8UOtrXUUz/Bm605OAp49so/Q87ItSiKIMgpkjLoROXIQA2W0lsnx0PaazCc8zhWOUYmNQaA0UQUpfMG1/7CVrrWpxnfX6ar4rcoiuqOh2YEZNQkM7E/f61EUdUHqSvUnwmuqZgocucZT5SDjCK/9XY2bQbbdqe6MdJpNCVcmWzy9KS1NMJT0TQl7mK2sOuZ6QbnKlIUAeQW3jqrOmXfRfUVzjE3YmlGy35MGWQUec7qVHbWweA7PJGiCMKueSfKKFpmYDQ0haicac4oAmL7WcV2kRLybRRFzV3PqgusZ+2QPL+b5IU96INZcjcOrdoaBqGSypPx7z0gihrX2vkDOVK6yhMHSy2vOzZX558ePcx83eGh/TP8eN/S96qUlkITGmXr1FrPojDrodxQEGYddj0DiX/mojQ66KCDDlaEWFEkXXqzxqKMonl7Ht1N4PkCXVViW/B5W7cznB8mn8gHtVvux4zbe2PiI1IUHTR9/sN2eN5x+bZn8a/Y/EQNlcCh+qhWdxksNucPGZSb8ofGpqpxflGErjAb7+VQFC2XURQt3C5XH3UPZrj6TVvYectQ/FhENsytsfPZ8bEyh5+fJVNMsP2mjWuKCFgtHM/n8z/aT7nuUEzp8b+peYt/efzwGTuOM4FEWkMLFyibc4i2XtbH5kt66dmQ4bLXjnQaWJxB1G0v7srbwfJYyV1hlvbKoaWURm0hhPgY8BvAe6SU31tuWynl54DPAVx++eU/9Uurg1uLDH5wZ/z3D764h4N7Zlq2KR2vISVMjJXZcF4XwhN4iosgJIrCMGtXumT1bGyHikJ1YyVSEyqzFl/+gwd5/K4D7Htikk3be3n9+3es6JjfesVw49jMbVz/tU+ye3I3VwxcwY9Kd3MBt6Hac/zOmwwMNcvb7gBFU8GTGJbKrDpP3lw9UTRWHqM72c1nb/1s2+fjIGLXZ7kQD2kFRcNAegtTlIIcpVWg2Ta0lPVsLnzcsTwICb7aabjPl2oOOU3BXoW1MGfkFikgejIGB6Zr9OYScWHXbD0DWJ/cxgsH38fWvu9TJrhGEwuKhx2v3siOV2/kr37zHpKKguX61EN23nR8hFEFuiir86RNF0UTqMsoWU4ETVfxAWsoh3hmCnfGxA2Jorpb5pA+HRBFyyiKSskJtJB0bc76CRRFKqqhLq0oajpXqXBlMrvgvfx5hRm1DKyj1+1iJqvFxa/vSyx5cooi+8A8SlqLWwsvB7WQwBqdW/J5afstaqqFMNQmRVFEFIXfvW26pPMG5VDR1RxmHcl3a3ar9UxTREy+tYPWnaT33at2L7cgCsf2ay5KQsNzWq1nmqqwY2OBJw62DlURcfTxX9zB2/76x3GuRTsIIdr+ntaCIMzaRiDYkN3Avrl9gSoqfL4TZt1BBx2cbZDh+CU8l4FCkqnaYqIoa3fhI9FUgRMSRR94zYfibqU1p8bVf38T+6zvoqg3AWA7NoqvMGML7lccnvjRfp44NMshTH4ntONG1jPp+rGVHhokUNl0ySU1Ds7UuP3igZbj7jpbFUWR9WyZBRWAy27f1PJ3fl3QNbS0xkDrymywCHbb+y4id4bVLM8fm8dyfX73tm387I5Gg5Y//s4e/v6hg2f0WE43hBBku5KUjtda7GX53hSv+z9XNifr4NSiZnsd69kKsZLZ27MEOUULcSGwZyVvIoT4A+D/Bn5LSvnllR/eKxOFvjS1OTteafA9n3I4oI5HEz1f4AkXhWCAi8Kso65nEXmx3IWe7UpwzmV9PPujo5gVh503Dy257XIoJotsym9i9+Rudk/u5hnzSQB6/fV8ec+XOVAOugppuo50fdQalLRysEq+ShycP8hwbnjJ5yOi6ET2MxkqN3wfXAHuKpfoa22CeRdiOuyi5Vgefs3FFJKKuzrFyEpQqtmgiWVtgwvRbmIbFVc9GYO6W0dXdHSlVbacSWjULA/HzpGQQfGSSLeXNuuGSiKc2pbqQQFmOh7oQfEyI+aw696a1ERATDLVN+RAQOXBo3hzNhJJ3asylayGiqLW18WKomQ3RioVKIoE0GQPTGkpVE8LM4radz2LFEUpLRUrilIL3suZl4zrjevd1pV4P7bnBxlTglVnFNmHyhjD+RWpbdRCAq9sI5ewLZ1IUZTQGxlFepP1DBo5C+WQrMw3kYdGqMaqLLCeZRLaSamEVgMlVLv5tfBe6rqoeuv1eulIF88eLQfXZognDs5iaAqXbCyysSu9LFEEkE/kT21GUWg9M5QkPameFkVRx3rWQQcdnI2QoWpH+h4D+VRsPau5wZhftstk7GLQRESAO1VHyekxSQRBA4m09Som/EeZdYIx03FdEm6gAjKF5Fu7j3JoJqiJI8VyRBTpQG/WiPfXyB+yOTxbx/UlmxYoigphDVM6g4oiVVVQNWX5jKJwDqCdgChaCE1XyXUnKU2cfPYeQKVkIQSkC8aJNz7FeDxcvNk13KpDSBkadcfDf4WNgVFOUSew+uxAzXY71rMVYiUzuG8BnxBCbJFS7gcQQmwCXgX8Pyd6sRDit4CPAn8gpfz0yR/qKwcN2WiddcM55mdM/FDxcny0HLRJ9gV+k6IopaWouTUszyJrZGMiI32CC33nLUO8+JPj9A5lGdxWXHbb5bBj3Q7uHL2Tpyafilfxr83dyN8e/ASPHX8MAN0wMPfOImxJKT9P+iSsZwfmDnDN4DVLPh8RRb7jt7Cc1sEypX97CelJkhd0xwoM15M4IgyPXQXqTZPKWhvrmev5lC0XKXQc28OqutSExFtGZrwUXpqY56PfeY5PvW1n7KVvxmzNZthQmDo8zz9++GEuu32E864aaLOnBnJGjjmzVV0SdfvozSaoObVFaiIIbETzlsvTY4JdbvD8UkHUmqHG38HbP/cQhqpwcKbGjk0VACblNEXTjcmGk4UeXuOWIkhtX0floaMIXcXVXFzFo5Jy8XwXPFq6W82YMwG5o6fRkyk0YYAmWsiLlJpClRqqrpAIFWpLKYqSWpJkLlT4+a0EiDXnM6FPYbMFw9NxDIXpKYtb/+w+PCl5EwErv3DfEZzxKjP/tDdesY3gTtRJ71xZzpdaMMCX+BUHNW9gjc1R+sa+mDjy5u1lO6cZqkJioaIotp4F13XZXKwogqDzmXeoylc+8jBSgpKVsSVtLdj78DjHR8vc8PZtbZ+P7kXuZI3y98Yw3CSK1vq+u4aKuL7k9k/9kKHuNH/znst5/GCJiwfzGJrC5t7MCYminJ47xV3PgjDrpJamJ9XDnDWH49ktXc866KCDDs4m+GFdpHgu6wtJFKGhCS0eI0tWiaxVxCMY79yJGlrP4jqj23s1VXk39xy+mwTbsB2HpBvUxZmcgXDqcVezuaijWWg90xEtiqLm/KFoIWPLAqIol9DQFMHMGVQUQaAqOpGiSDOUk7IcFftSjO6e5B8//DC7bh1u6ei0UlRmLdJ5A3UZ5e/pwhMHZ+nLJRgstCqZIjuQ6b6yFB/ZYgKhCHK9nRyilxuO5+N4knSnteyKsJJf4eeB3wS+KYT474AE/gdwCPjraCMhxAiwD/iIlPIj4WNvBz4F/DtwtxDi6qb9lqWUK1IkvdLQCKKrsW44F68K5NelGN8/F7fQdoUHYSenpJbE8hrhp/VYUbT8hd43kufqN21h/dbimlb333H+O7A8C1/6vHroNcyPpeHIVl53w+uwfIttXdvIu0OYz8+AgJ/UnuV6c3kyYyFqTo2J+gSbCpuW3EYJf9gLFUXmczM441W0nhS1R8fJ3RSoklxP4iJxV2k9M1uIosUDfcVyQQSrXK7lUS/bWJrAsVZPFD3w0jT37p3kHx4+yAdevXXR86WaQ3Vjis16msN7Z3np0eMnJIryep7D860+73XhKlxkPWtHFL1u+3pGp6rMeLMkRqsILVi9agfNUCgkdH7h0o3UneBzn9ufJd+3ly+Vvs3D6WcZqf/smn3viiYgVOPkbwnVZr5k7OiLuIrPVMHGHkwi6iII2wwVQ9P1aXqSPQAYyUBRJBccSkoJCkpVE0tnFHlhRpGaRFUVLAWSTYSO70vqcw7nXbIFrZqCCZetI0Ve260iQ9n8Bs9GmXZwl1CnWftKOEerJC/sibMYAPTBzCqIoqB49uasgCh6qYQzXiW1vTfY10Ca1M51S74+sJ6F/73AehZ1VIytZ6kFSjRDQzlWpzzjYSRUUlWP9MDaB+H9T06y/4lJzr9mgL6RxTlNkaKofPch3IkaWS+PrbWe4+vO7eVtlw9xfN7k3r2T/MtjR3j6yBzvvnoEgM29GR4dm2khGRfi1FvPAkVRUk3F12ipNhN0PROyYz3roIMOzjr4rosvPRTp8/YrhxjpSfO3h1MxUXTX2F0U3V58QM5Z2KbXGLObkFXXUfAv496j9/IzbGtRFK3rSfP/Xb6ZTb0Z/uw/XmgoioTAVwQJn5YW98VwLJqtOhyYCZRNCzOKhBCM9KR5YfzU3cNXAj2hYi9TE9qWh36SiutLbh7GSB1l8lCFh765j21X9qNqqyN8qrMmma6Xh7h4/GCJS4e7Fo25cXOMV5g16KIbN7BuJPeykHIdtCJ25JyCxcz/DDjhWZJSVoUQrwE+CXyZwLzxA+C3pZSVpk0FoNJqZ7s9fPz28F8z7gNuOukj/ylG5FGNgugin/H5Vw/wyLdHmR0P/vaQsRImqTZu5hk9E4fFruRGutDffDK4uPdiPnHjJ+K/n735CPf+w14+uP73GDy3IR3NXNYPQP3r3qrDrA/OB77kFVnPFky43ek6WneSzJUDzH13FK8ckGqu6weKolWGWTeTQ/U2k/to5UrRBY7lUZ+3cXWxbHDhUjg6FxRZX/rxGL9+/RaMBYP9bM3G2NrD7W/azr//9dNMH11e/QBLZBRFiqKMwZEliKIL1uf59Dsv5WC5l49/YgyRWPq8aYaK4sP/euslLY//z5/czZfW3QlAvWat2XomhEAzVFzbQ1+Xpucd5wNw8FNfw1Ulhp5gtK/MrgNBfkEkUZ8xZ+hOdQOgJ5OoQkcqrRPwFGnqgNR8dFUgRBtFkRNmFIXB3zVFthBF9Xkb35fceP61ZI7MU5+YYngwz2cuPzfeZuo7+zF/dGRJ65k7Z4Mq6PnlC06a0G0mihjK4VUclLRGzy+trHuIoghSorXrWZyzYEaKotB6tkBRlE1oiJJPz2CGYl+a2SeOk0msXc5uVgJiavcPDnHrexc7oGNFUXgvFb5o6XoGwT3y47+4Ayklt3/qR3z835/Hdv1Y8r65N7ifTs5b9OXbF805I8d4bXzNnyeC6wdEUUpLN4giczbuevZKk9130EEHP/3wXA9fuggJFw0WuGiwwFf+OUXNqTFZm+S7o9/l3cnfQ2gK0vRAFWSuWqx0SegKOfs1VL2vAuB6bqwo0lIqv/KqzQD87QNjLQHUvgK6v8B6lm5Yz8amquSSGt2ZxWPPpcNd/OD5iWUXBE41jKR6AuuZd8J8oqUwcnEPIxf3cOCZae749G5eemzihAuIC1GZtehanznxhqcYUxWLgzM1fumqxbV+Kso8tDzInukjO30Y2FxgYHPh5T6MDmDFjpwOAqyI2pRSHpRS/oKUMi+lzEkp3ySlHFuwzZiUUkgp/6jpsV8JH2v376ZT+kl+iqAbKtmuBKXjwQR07ngNI6WxKVz5P/piELTqCYkXZusktcYEJgizDi70l8tjue2qARIZjSe/f6jt893J7lVnFI2VxwAYyY8svZHeCDRshjtZR+tNxTJn52gFVIEXWs+c1VrPmsLCq+2IotCCoxoqju1Rm7fxDIX5k1AUjc+ZKAKOly2++3RrNzzfl8zVnbgYKvSlKU/W8U9AfOUTecpWuaU7XCTXjhRFaX1pr3Rfuo+El8I3lv48ekjeLMR0U4h5vWadkk4amq7gLuj6Zpk1PFVyef/lHLWCSXyz0mzabFIUpdJoQkcqrftIEFwvnuIiRKAqWpRRFCqKUmpIFAmJ7jTOa2U2ICUzXUm03mAbJd36mSPLl7eEDN2bs1ALiTUVsGqYMxAFffsVGyW7uta5aRQkjXDNRBxmHRx3ZAMopBZbzzTTI1tMkOlKoNuSzDLB2SuFFU4SXnp0Ij7PzVAWXFvtiKL4OSF473Wb4s9w6UhgxY1Wn/cvYz87HWHWKBYpNbCeAcyYs2HXs471rIMOOjj74DseHm6gfAyR1tLU3Tpf3ftVPN9jA5vj8S69sw81t5i0SWgqWCNs7Q6asFi2EyuKmrusdqX1lgBqTxGLrWeZ4H4/V3cYnaqypTfTdhzdNdzFTNXmwPTaAqBXAz1xYuvZWq35wxd20zWQZvcPDp2wG/BCVEpWnJ1zJvFk2Ezi0pHFfZJiRZGz+lq6gw5WgtoKHTkdBOjorl4mFPrSlCJF0WSdYl+Kng0ZtITKw9/aD4An/FhRlNYak/o/vXOMmalgErZc++nTCd1Qufj6DTx21wG++N8eoHsgw+t/85LYa92T6uF47XjLa2zT5TufeYorXr+Jjed388x9h3nsrgPx8xUX1m88h+H80ooipU2YtZQSd7pOYksBbV0wUbePVhG6im/7ofVsdYqiKKOoJ2tQb5NRFFlwdENldPdUoBTJaVROQlF0bM7kspGgiPm7B8d4064NjfcxHXzZ8OEX+1P4vqQ8bS4bipczcrjS5bZ/uQ0R/u9nh94HpElNOWz8yTXUrrl7ydcntSQZP4+rmUtuoxmLyRuAmfoMqlDxpIdZt9dcCMXvtaC1vGOZuKrkmsFr2L3nfgB++VvvYioRFCETtQl29AYdJYxkEk3R8RckXqdIUQJ8JfjeEloboigMs05qSaSUVPBZbzcTRcHz2WICLcpwyLSSFaoRZWstRxStTYGjZPSAHJ0LCmuv4qC0WVldDkkhkE05ThFh9P1/eoE7//kFfCn5DZngGx99JHhPRXDjO84ja6gBOdSVIFtMoAAFsfbv3aw4bDiviyMvzPK1jz6Clmgln0Yu7uXchIqaN3An6yhSQWhLD2tv3LmBP/33veiqwvowAyMiisamqly9paft6/LG6sOs7xy9k0899qnYfqgpGh+59iNcPnB5aD2zSetpupOB6u1jD/0Jv04gwXW9Ux+K30EHHXSwFvhNiqIIKS3FPYfuwZc+Nw7diHdAoCZVcDyyrxpsu5+krmC5Hq/f+joO/RC+9tzXSDrBfTjRNHYWUzqz1QZR5ABpRSHZZIeP84eqNi9NVLhqS3fb99w1HCwMPHFodlHY9emCntSwai57HzrGw98aRSLZcdMQu24LalzHck9aURRBKIIdrxnivn/cy7GXSi0K/+Vg1V0c0yNbPPPWsycOzaIpgosHFytsmq1nHXRwKuH7kl/9u5+w51iQN/lKsjaeTnTO0suEYl+Klx6fAALr2cCWAoqqcP1bzuXYvhIPjj/MwexovLLcrCg6MOlx8+Zuzu3PMrCEVeJMYOctw5g1l2rJYuypKQ48PcXmS4IMlJ5UD3umWyOonnvwGEdfLPHIt0cZOKfAI3eMkszo9G8OskeefXyea469oa0lKoJok1Hkz9tI2w8URd1B21BZd1ELBl7VDa1nJ5dR1JNNcKy0uLNEpCjacsN63CM1FEXwTKXMvLX6sMTxOZNdw0Wu27qOT/3gBeZNh1yytUtH1AK2OQh9OaLo1pFbOVg+iOsHBMj3D36fo/aTfOg178Z5eIbCxAbyzvIFRdrPYapLr75phkq9sriLyLQ5zTnFc3hh9gVc01+z9QyCnKSFpFRAFPncNHQTySEXjsFl3buYzQXKECEEb9n2FgD0VBBm7YnW4sMgDD1Xgs9haOoioqg5zNr2fCoClKZVwkjpku1KkOhL4c4MY2xs1UxHK6x+G2INwCvbGMO5FZ6N9hBCBJ3PYkWRgz64uoI4icBvykhyBdyXdDgnmYhVRMWUxsb+4FhffHSCA89Mk1VVNB+yxWS8QpmXa1MUSSkxqy59IznO2bWOiQOtYdLHR8vse3yCK952Llp/msm/2o3wlyeKkrrKJ95ySUsG2WAxhaEqywZa54wclmdheRYJdWUrsA8fe5hZa5bbRm4D4Fv7vsUj449w+cDluJ5EKBZpLc3G3Ebet/197Nv7MEKOAuB1iKIOOujgLENMFDU99r7t7+OHh3+Iqqi858L38INvH8bc0UPx/C6MwfbeoYSmYjk+12y4hkM8yvbuHWS1XryDknSTSrSYNiibLq7no6kKDpLsAmu+EIJiWufOZ8YZL5tcf277HL5t/TkyhsoTB0v8/K6Naz4XK4GRUKnMWux9eBzP9dEMhecfOtYgikyPZHbtFu3zrh7goW/uY/cPDq+YKIoXuF4GRdHh2TqDxVRbR0S62XrWQQenED94foL7Xpjk5vP72NCV4spN7UnlDlrRIYpeJhT701jVgGSZnzE5/5rAx33hdYNceN0g/3TXX1EZqzeIoqaMIkWm+It37GpZVXk5kMzq3PTO8/A9ny//4Y/Z/YNDMVHUnexm1pzFlz6KUPB9yVN3H0LVFI7tm+P+f3qR+rzDbb92ERvPD36sd5W+zchzVzB1eJ7eje0nzXFGUdNEz5kMJvJabwqhKahdSbwZE2GoeI4fWs9OLqOoJ2Owf6Ky6Pkoo2jr5f1suCUgtv7tK09QObw6WbPvS8bnTAYKSS4dKSIl7D40x3XnBjbEKMixGBFFURD68RojF7dXPwAM5Yb4o2v/KP579LujTNaP84GRPr75r0cAyNrLFxRJL82scmzJ5/XEEtaz+jSv2vAqXpx9Ed9aumvaahAoihbYDW0LV5UUE0XecN6bmH5kDx/c8UGMDYuLU0030BQdj1bFlyETgIsrgvMcKIpaP1NEFKW0FKbjU1MkmBLP8VF1heqshaopJLM6QggKty62TkYh7H6b8yV9iTdnoRV6V35ClkAzUeRVnJbV2ZUgIQWe1pgGWK7PI0mXn/nZbfzadZsXbT91uEJpHtQkqQAAIABJREFUokY+E7wm250gG4ZjZlb3k1sE1/bxXJ9kRmf7TYsL+0e/O8rD3xolsXMdmq4idPWEiiKAV5/fGg6uKkHQ6XJEUd4IyOx5e55EamWFddkusz6zno9e91EAHjj6QKyy/P/Ze+/wuM77zvdz2nRg0AGCJAiCBClSYhHVmyVLsixbsVziptiO4zjxJpv6+Gad3WST3Ju9m5t4s9l14rvr2HHW6xqXbLy2ZNmWaVlWp0RJpCR2EiRY0AZlMP3U/eOUmcHMYDAASALU+TwPHolnzvQz533P9/3+vj/VMEFUiShRREHk9/b8Hj8zv03a+hv7vev+JNnHx2dlYeomBjpiSYnTff33cV+/LYareR01d5pAb4zYLdXdRGA7ivKagaLY5+r3Db6f4SNTvCSMlHXLdBfIZvM6bdEABcsiqlQuQMTDCicnMnTEgrxjV/XuX5IosGt9i9eW/VKgBCXUnM7YdJ7BG3uIxgPse3iIQk4nGJbtsO+Opc+PSh3+yYkc8c7ai60uGa9k/tILRYl0gfYaAlnRUeSXnvksL1986hS98RB//5HrkP1Q8QXjf1KXibjjBjnz+iRYtsOoFM1UwVKKYdYljqLBzo7LLhKVIkoiO+9az/ljM0yctcsz2kPt6JbObMF2AZw+mGA2kefOX9qCEpJ4/ckLtK+NsXZrUax4oe0xLNngwN7quUdQGmZdvArVE0WhqPS/QkDCUE20RXQ980rPogEyql5R+11sE16c1MRCst0NrQGmsiqqYdIbD7NrfQuCYLcNdXEdRW7pWSimEAjLXtniQumOdDOWGePA3rNeeWCkUNlFqhRZC5JipvbtVUrPTMtkujBNd6SbzmAXmOKiu3qUPZdSKUrpqoYuWUSVaFUBsRRBEJClIIZV7oBSTHuSpIr2pCmoiBVh1m5GUVAKktcMso7vPpuyxaX0TIFo6/z5QoIjvphVwqzNrAaG5YVRLwU5HsBIFrB0EyuvIzW4WhmwwCgZFQrO5xms0U2lpTvCzFiWmOEIRS1Bb4UyXGk2a4h8xn6AUA2xK+pY5jMz9ncnBERES0JSGhPHAPo7onUdRWCLPwslpaa8+0HxNwh4jqKYUnR8Kche9ofmC0U+Pj4rDMswMCzdy1Kbi3surudSCSm2c9edi5iGSTatkROsstyQ1mgxqBqgYFlExMqxyM1w/OVbNtj5RzXY09fK4ZFU1QYlFwMlJJOZsbu/9WxstsOMLRgfsscRrbD4MOu57LhrHaIocPDx2vPnUtLud9VyGYSilFqWM1WK+/3naszlfHwWw+sXkjx3aoqP3trvi0QN4juKLhOuMPSzbxwBQGktH3g1U8WyZM9RVFqOtXttY50NLgXbb1/DvkeG+F+f3o8UENGMNfyK/hf84wt2doxsKOSCaT5x+oPs7riPq87dyiOxL/PZb34SsMtMZs1ZAtuyHHlulKGDCdZtbeP+T1xT9jxClTBrfTIHsuBdaMvtIQrOvpZpoQt2O+pGcCcS7bEgpmU7K0KKxOGRWT72P15gOqsiiQLRkhrXppBMqsGMotGkLUL0xEM0hxQGu2K8NDzNZLrA+z73LKOz9u3uREgQBFq6wsyMZTnz2iR7/+chTNPyPqvUVJ4f/PeD3Pux7bSX2L57oj28fPJVTr+aYMeb1vLqE+cJ5WuXOlmWhajJzAozNctt5Cph1jOFGUzLpD3cTq9iu0CWpfSsmiilalgREVmUMeTK7KqKxxAU8ma5O0yxgkAGzXEUVQ2z1vOEpBCiYK+CZpzOaf/0588jSAJazqBn0/zdLAS5Usja+6VDDL2aIC4K3CKx5IwicBxFsypG2n4/YlNjoknAEtBLxtC883nWEqZbuiKc3D9OpNc+PqKtQeSwhI5FUFtaILPb8ayWUBRrs58zPVUg3hlBUEQkQUKs4yiqxkBHlMcOjbH7z3/Me65dx5++Y3vZ7a7g00hOUUpN0RoqCuE90R7OzNqZbJphgKgSLQmUD4gBL/vDMPzVVB8fn5WFqZuY6Eglp/aff/MYx/bZzSRMZ0GunlAUlO2x1G3nbugWubRKXrDK5lTuApkbaJ0zLaLVhKJogIAsVu2iVcq1fS0YpsVLw9Pctrm+g7egG3zoC8/zkVs28M7da+vuP5dSEahnIE64OQACjA4lWb+9DS2ve51Fl0q0Jcjm67t49fFzHH1+lI07O7jno9sr9nvhkSHSU3mirXZMQ/QyCEWTmULVIGsoKT3zM4p8lpGvPneGSEDigzfOf47wqcQXii4TLd0RbnrnAI+89iNOF05wa1MrULTMaqYKpuw5ikqFohs2rDyhKBhRuPej2zh/zHagqKbKocTr6JZ9stcBNkzxtjX3I6yVyR8bZtvVa9kmFe3Jiqhw//obGO7KMHIyydCBCUzT8ladoHpGkT6RQ24PIzj7KY6jCGcSomF5n+NCyZc4isAWjkKKxN8/cZJUXuODN6xnS09T2WtrCsoUdBNVNyta3NdixBGK1sRtd8S161v50aFRvvzsGU4lMnzopj56mkP0txcvKFu6I4ycSPLCI0OIkkjXhhgnXxpn7PQsx18cI3E2zfjpVJlQ1B3pJphpBgs27eni5SeHUHK1M4501QRTQJWyjGfGWd+8vmIfJSCizRnMp3J2p7v2UDs9Afu7DS5L6ZnkOUxcLE1HdKzr1QTEiscQFHSzPENKNm0RQhUc15AiVTiKcnrO+/3lNZNh2SS+p52+5uJvcmB3nUmn7IZZFx/7zOuTxFqCRBxRZzkcRVI8CIaFNmo7zqQGw6wVCwpSaemZ/f2Gqtj9wRa8LQuC0xoWFoGYQlYzSYsWbYWl1Z7lHTddKFZ9mHJXQt2VUVsoUhBrdD2bj4du7EM1TJ46nuDHh0aXTSgqDebvjnSzb8QOAc9qOQTBIhYocRQJRUeR4TuKfHx8VhiWU3omlziKzh+dJhhR2HC122FUortOG/CQIqGbFkpEQg5KTI1kKGR0cmJ5J1+39Gw6o6EbJjnTpE2sdO7+5l2b+MU9a2mv4VJxuWVTO80hma8/P7wgoeh7r1zgxTPTTKQL/MLOXqQqzz0frggUjMrEu8IIgkDbmiijp+yOtMvpKAK46cEBwtEAo0NJjr8wzl0fusoT41xOvjzB5Lk0PQPNRJoCFbdfbAzTYiqj0lHD7ex+/5lFdBD28anFwXNJbuhvq+jY61MfXyi6TAiCQMvNOt8Z/ywAY/l7ym63S89kDMcJ45aeWWaA6zcsPcvkYrBpTxeb9hTzP+7lmto731n7pr73waGnL/D4V46QmsyX1VtXKzHSEznkkmBnudP+f8u54LXDrBvPKJJFgWYnWDGj6hR0k4cPjvDLt/RXXEgCXm19pqATkBd2gT6StMvmehyhaM+GFr754lm+8OQp3ry1k//47h0V94l3RTi2b4zUVJ47PrCFq27u4Uv/7mle/MFpLhyzy9bctuIu3dFugrr9ucgRgXRgmtZ5hKJC1h6kC3KO0exoVaFIDkiYuoVpmIiOlXMyPwnYGVUdUjfAMpWeVemwphkIc4WiGo4iy7SQBBnNKG+x7gpFBdzysuoZRe7vL6cZaAKsfdMa3jQn62Y+BOdYNB0RyjQt8mmNq+9YS3wqB0emmEqq9CwxY9MVm7TztnOqUUeRYlqkS1raeI6iGnb+uJOZJUzkSQtQMCwyqk5KsOjILU3scB1FtXKW3CwkN5QTWUAWFFiEo6i/I8qfveNq/stjx/jbnx4nrxllLqrSjKKFklJT3v3A/g2mtBQZLUNWt4W8UqEoIMoljiJfKPLx8VlhGJZdekZxjFDzOuu2tvKmD25Z8MO4Cw+aBd0bmhg7laSQ1StKz1rCxdKz6ayGCgSrlHjv6VtYgHMkIPPQjX184clTnJvOsq619hzIsiz+8enThBWJM5NZ9h4e476rG1ukdUWgno1xrzS9Z2MzJ1+eQFdNLGt5HNcuze1hbn//ICf2j/OjL7xG4lya7v7iGGSZFkkntmD01CxdG5bWQGMxTGdVTIv6pWe+o8hnmbAsi6FEhhv88OpF4RfqXUa+evirKKJ9EeRmV7iopopVmlHkhFkLVoh1rfWD6lY7xe5ec7J4JMHuauZcwFqmhT6VL7qIsEvPACxHvNAFGnYU5TSDsCJ5NticavDlZ09jWhYfu62/6n1iTqeyRnKKRpJ5FEmgI2oPmtc6E56savDx2weq3qel236vwYjMVbf0EAjLbL+tl9MHE6h5e3DNz+lG1hPp8drPWiGddCCJkKktZrlCU0HOMZoZrbqP7AzopSHTkzlbKGoPt9Mm2YKmqSwxrAZHKJpbs66bSAGnJK9O6Zm7XXNa3btIlisU2YJd1YwiPe8JRa7TLFjDYVOLua8vn9awLAg3BejqCGFaFgefrR0cvlDc8jXVEYqkBsOsZQMKJfPwvD7/+/U67+VNUqJFWtXJqjop0cLKLm2iV6iTUaQEJYIR2QvlRBaQRAVpEY4il4HOKJYFZ6fKzzuNOoosy6qaUQT2uT7nCEVNpUKRoHjZH40K2z4+Pj4XG9dRJFh4uY1a3mhY7HBF+Lxm0L0xTuJsGj2rkxesspbVLdFi99dEuoCGxVILtD96az+CIPDlZ8/Mu9+zpyY5PDLLHz+wjbUtYf7x6aGGnyvgOIrczr4A3QNxClmdiWF7LFlOR5FLz4D9fKOnkmXbM8kCumoSjNif8eUoO0uk7fG6llCkSCIBSSTrZxT5LBMTqQJZ1WCgs7EuwD42vqPoMpFW0zx86mEe3PQgjw49WnExrhoFsOLFjCLFFgdCUmTe0NwrhbiT4TQznqXv6mJ3L0EQ7Owhx12iJ3JgWF6ANYDUGgJZ8BxFhkjDYdZ5zSAckLzVjVRB5+v7hrlvew/r26qvQjU5k6U3//XPEEu+I1GE//y+3Tyws7Ibx2gyT3dzyCth29wZoykks7YlzG2bq3c1cy/Ot9/W603Qdr55HQd/epbujXGSE9mKMq2eaA8hx1FkBjQywRnIbKr5/gtOVzdVyvEnT/8Jf/bMnwGwoXkD3/yFbxKQAigBR4hTTQJO1vpU3i49awu1ETfamACS1gxQuwPKQrDzkIoXz6ZpIBogBx2hqE7pmeWsTqlarmy7aDgTVsHeHpBEpqqEWbtCrRuw2GiYvCcUOY+dc4Kww00KjGcwgjLHXxzn5CuPs3awhQd/79qKx3jhkSFefPQ0ADe8vZ/r317ZhazoKLInoWLTwqfVpmkhmaCWrBYX6mQUhaIKoahCPqOREi2yBZ2MapASLcysjmVaXkloo9QLswY7CyNVIhTJgoy1CEeRS3+7PZE4lcgw2F0UeRoNs87pOXRLryoUjWZHyRmVQpFdembjl575+PisOBxHEQCWhQWoOZ1AuLFzrtscIa+b9Aw0Yzrz3LxAmaOoKSgjiwIzOdURikBeWvQdvS1h3nZND5//+Sm+9PRpe6MAf/LANj5yS7+33z8+NURbNMB7r1tHVtX5ix8cYcsfP+rd/pFbNvAnv1DpLC/F/Vx6BoqleD1OWd6Z1xIAy5ZRVEqsNUS0JcjY0CzJiSzf+8wr3P+vdnhO8RvfMcCT3zxGrC1U55GWn4Qz96nV9Qzs8rOsX3rms0ycchqVbOzwhaLF4AtFl4mDEwcpGAXu67+Pl8Zf8tomu6imilWaUSSFnf++MQ70SHMAJSQxM5aruE1QRO+CO7NvFESB4Jai9VgQBdp/aRsjk3lghJwEmtl4mHU4IHn10ifG0sxkNe6ep9zo9s0dfPItWyq6NTxycIS/++lx3r6jp0LkuzCT8/KJAERR4DMf3E13c6imINjZ18SdD21h8IZub1tzR5j7fu0aWtdE+NHnX6sQitrD7YT0GJZsolIgE5jBTIgVGVAuqjOh+JU9v8xI5BRgB1X/8/F/5tGhR3nn5nd6jiKtUHy/k/lJJEEiHoxjHY2TVSY4r2S4jvknVPWQAmKZc0lX7cmGEnBWpeo5ihyhqKCVO0XcOW/OsrfXchS5GUVuF7Bwo10H3dwfvbxjWqQ5gD5TINwd4frrexgbSnL28DT5jFYhkJx8aZzm9jDBiMzLPx5m593rK1ZyxagCkoCRVBEUETGw8NepOUHs+bLSM0cYm6eTTEt3mNFTGinBIl3QyTlCkWVY5NIakebFrQHn0zpKUJo3QyHaEvI67SCBJChLE4qcicTcDmghOURADCxYKHL3Ky0964naZQtjmTHczPvoXKHID7P28fFZqRhg4oz3poluCFhW42KHu/BQ0AxPOAEqSs8EQaAlojCd1ZhMq6hYSxaKAP7t266ivz2K4biiHj8yzmcfP8EHbugjIIsMJTLsPTLO77x5MyFF4sM3byCnmp7D9tFXR9g3NFX3efqubufOX9pa1t23dU2E1jVRXn/yAnBxHEVgu4pGTyV55SdnmU3kOfNqgpAjzmzc1UG4SbkspWeTmfkdRWCLhX6Ytc9y4c7n3IVAn8bwhaLLxIHEAQQEdnbstNsmzxWKjIKdUeQIRbIoY1kiAbF2TfWVhN3dK1JZeoYdaG2pBmZeJ/PCKOEdHchzgoDD29tJ/ngYgHRAaNhRlFXLS89ev2BbePvnUaSjQZnfvWewYvvG9iif+ueDPHNysiJAcXQ2z851LWXb7r6qm/kQBIFr7qwMs9l8nS1iuQ6PUhRRIW61YQZUsnqWdGAGLIFsUq3aocR1FL11y720ODk0lmVxYOIAXzn0FR7c9GCx9KxkQJ/KT9EaaiU5liNxNM/xDc9TmI7wIO+Y9z3VQwlIGKqBZVkIgoCWt0vIlKBTklnHUWQ6biRVLRceXfEpZ9kDSbWuZzk9513w1+sCVgvXUWQacx1FAQqzBQLrmrjpwQHOHZ3m7OFpxoZm2XBN0VGm5nUmL2S44e39bLimg+/81YscfnqEXfeUZ0cJooDUHMCYLjTkJrKfwylbLHEU1Ss9Azsza/TULGnRIqsaZAp2RhHY+UGLFoqylWLZXGKtQSaGbVHGkuzAclNZfOlZPKzQEQtweo5QBLaraKGlZ+5+pY6iroj9+xzLjpE37O0RuXg+V8TS0jN/kuzj47PCMCx0io4id8xotPTMbWGf10winQGaO0LMJvLkBKsszBrszmczWdtRpAPiMlTlrmuN8Adv3er9+8b+Nj72pRf4wasjvOvatfyPp4dQRJEP37IBsLONfu/e4txufLbAsycTdZ9HCUhc86bybmmCILDr7nX87GtHAQgEL85lWPfGOCdfmuDwM3ZJ++jQLC3dESRFJNYSZPD6+eeZF4uJlCsU1Z4XRAKSX3rms2ycTmQIyCK9LVd+bMvFwM8oukwcnDjIppZNxAIxWyiam1FkqFCSUWRZgKkQkt4YQhHYHZVmqgpFtqMo8+IYVsGg6fbqbUtnxrOEmxQMWWg48yPnhNlGnUnL6xfsi9HFWBcf3N1LRyzAPzx5Cs0wvT9VNxlJ5sscRctBMKqQz1Q6EpqsFlQlR07PkQ7a3enSM/mK/aAYZu3WsoM9wfnI9o9wdPooz408h6A4dvGCimZqaKZGIpegPdTOwZ+eQ5JFxKuTHJw4uOT3JCkilgWm48jRVXuyEQw5YcoLdBTlC+UCgKGZWFjkTMdRJFfvelYaZg2NO4rc1+c6inKztpAXjsoYyYKXLdS1oQnBaZ9byvjpWbBsC3v3xmZ6BuIcfPwsumZgGCaGYXqZEW75mRSrL5hYluXd3xUXc1aV0rP5HEVOKWRKtB1FGSejCCA1mfcef74/y6oUcvMZjVCd9xBrDZJLaRiaCZLlZBQtbeLd3x71rMqlNAWaSBaS6GZ9t081oSggBWgLtTGaGaVg2IJlVPFLz3x8fFYJhoWBPU5YloXqLCgFGuxs6i48uAsRbpe0nAjRQPn5uyWsMJ3RSKRVdAGEBt3hC+HOLZ0MdEb54lNDTKYLfPvFc7xjVy9dTdXnZh1NARJpteq4tRC23tTjLYJcjNIzKJa7GZpJ98Zmxk7NMjOWpaUrvOhy8OVgMqOiSMK83aciAdkPs/ZZNk4lMvS3RxruWuhj4zuKLgOmZXJw4iBv2fAWwO6GM5GbQDd1xzlkUTAKCJZSrN3WDSwzRFS+9FbRy0W8O8KJ/eMYmolU4mgQFBGrYJB+5gKBDc0E1lf/TJLjWeKdERQ1j9ZgmHVeM4iUlJ4dHpklFpTnXQWpRUiR+NBNG/jM3uMMltS4u/Qus1AUiikkzlY6HyJ6jIycIqfnyARsoSgzXYDKqBvUnD0ZnJs98MDAA3zmpc/wicc+QW9yMw/yO/zqwx/nQvyEt8/t3Xdw5LkRBm/sRlt/FV989WmyWpaIsniRU3a+f10zkBQR1XEUBUP2CoEgCnYuVZ2MooKasfONxKIbyhR1sk5mTECu7HpWLcy6Vrv4WgiyM0A5zrbsrMrNUYnJv7DbpbuOuEBIpm1tjLE5IZSjp2yhssvpYLLrnvX86Auv8fe/84S3T+9gC+/65LWeUCQuIMj6ia8f9SzwLlmr+Bm6E/n53q/rOJsVLTIFnaxTegbww8+/Vvc1gB32+d4/vL5sWz6tlQmV1XDdcOmZguMoktGXEGYNthj8xLGJiu3xYJzHzjzGtV+5lj+5+U94/9b313wMVygqLT0DPPdoSrVLEUodRbIoeY4iv+uZj4/P5Sbz8jipn52l+3f3IEgCggFGSemZmlucoyjkOYrs+/cMxDn+whjZGo6ic9NZzk1nuUaRsPRlqD2bgygK/OptG/n3332N6/7fnwDw8durTIwcOqJBVMMkVdBpDjU+3sgBiavf1Mv+R880nO+0UDr7YoiyQO/mFgav7+bxrx7hwrEZ+rZf3s5PiVSB9mhw3qzVcEAi42cU+SwTQ4kMA34+0aLxhaLLwJnZM8yqs+zq3AXY2RWmZZLIJeiJ9qCbOhYWAkVHUU41yJ//ALcOXj/fQ19RtHRFsCxIJnK0rSn+yAVFIn8yCbpJ/G21B/OZsSzrt7chnxcX5ShqDile6VlGNdixNr7oIPFff9MAkYCENud1yJLIO3dXd0QtllBUqeh6BhDQwowEzpLVsp5QlJ4uVOwHtqNIDogV+TBBKcjf3PU37B/bjzkWxDgE7+7/RcT+ovPrhuitPKOOs2YgjtK5C8MyODR5iOt7Fn/sFsvcTIIRyGRt4SQcLjkuZBHqOIp0S0PL5wlG7PsZmokpGeR0p+uZXCWjyChmFC229AynAx8lpWedsoiyLkZkRyeRa4vZVz0bmzn+wlhZEPTYUJLWnoi3CjlwbSdv+uAWz/k1M5bl6POjjJyYIeI6ihZQenb+2Azt62Js3mM//97j4wxPThffu/N+g/M4ijbu7uDGDw7ynx49SEY1yBZ0siLc8eGtqLP1O96Nn5ll6ECC7KxaVqaWz2g0tc8vosZa7NszM3lM0UQWA1jS0lZoN3ZG+fb+c6QLOrGSsoA/uP4P2De6jx+d/hH/8Oo/8J7B9yCL1YdQN6Oo1FEE9qLA2dlznBhpR+igTDyV8IUiHx+flYN6Ook+lkUbyxDojTlCkXMBb5qoTtha413P7PHQLfPedtsafnJynOSJES/o2qU1orBvKMepRIa3dLZjjatLfFfVef/16ynoJjlVZ11rhO29zTX37XDG1kSqsCihCOC6+/tp7Y7Q2nNxqgRkReLtv7mTlq6IFw+gFQziXZe3KiGRLswbZA126dlU5uJ8zz5vLAzTYngyyz3baufL+syPLxRdBg5MHADwhCKvbXJ2jJ5oDwXDvngXkTEcm21WNTByA6yJVmbTXKm4JS0zY9k5QpFot0ZvDRK+unpnMDWvk0mqxLsiyKOLyygKlXQ9g/nzieoRC8r8qztrdxlbTkJRGV0z0VXDE1gARDVANpxiIjdBXs4gygLp6RqlZzmdYI2Vruu6r+O67uuYvJDmn/55H/euvY/NO4snYbvt6zihqMLOjp2AfcwvTSgqOooAZrO20BUOFS/ES0PO5+J1yTM11HzOE4p0zcQqEYpsR1FlmPXcrmdzJ7P18ErPzGKYtSJAcGOcpjl5Uz0DcV5/8gJToxnae2NYlsXo0Cz9O4v5VqIosOOu4v001eD0awle+clZ7thp/ybqOYpMw2R2Isfu+/q4/u39ADz2aI7c05PePoUFZBRJksjVt66BHx70HEWCANfc2ls1KH0uIydmGDqQYPRUkoHdnd72aoHec4m6jqLpAmHBQsAOtF4KG53Aw9OJDNesLQat7u7aze6u3Wxq2cTvP/777B3ey1v731r1MaqVngH0RHp49vyLqOZGgpQLRYJleaVnZoPCto+Pj89yYyTti3V1OFUpFFlWUShqtPRMLoZZg53lk+oOEj0rVyzGtUYDzDrPs2tDC4yMeVmFy0lAFud1EZXSHrXHnURaZaCzzs41UIISW2+u7IS7nGxw5seWaREISah5g5buy5vTMplR5w2yBrv88Nx0ZSMbH59GuTCTQzVM31G0BPyMokuAZmgkC0nvb//YfpoCTfTH+4ESoSgzhm7qJHJ2SJ5Y4ijKL7bb0iom3mUPaJPn0+QzmvdnOROE0PU9UGOukJywB5mWrgiKJDZeeqYaRBSJoCziXuuultaK7sV1aaC1ZVpQEMnLGY5PHwcBIi0K6ZlKR1Ehp5NLaQTrXKQrVcKs3ee1LItQTKYl1MKG5g28PP6yd/xntMr8l3rIStFRBJDO2qVZ0UipUCTVzCgynddoWBpqrjgBsYUiq8RRJKGblhcib1n2baVdz0KK2PAkdW7pWT5ZQALEKiux3RvtlczzR+3uZ4mzafJpjZ6NtVc4lYDENXesZehggoLzVPUyimYn85imRUtXceIYlGxHlZu9UHQUzT9UhBUJQYBsQSdT0Iko0oJEIrC7+ImiwNhQsaOYZVoUsvqCwqwBZsZz6Jb9HYss3VEElZ3PXO5adxfrYuv4yqGv1HwMTyhSyoWirkg3BTNNd1uegBhAEUven2X5Xc98fHxWDEbSnh+oTsMAwRS8MGs7o2iRpWduRlHJeO3IFukLAAAgAElEQVR2mp1LS8Q+R965pZO2uDNWNbjwt9y4Qsdkuroje6UhiIJXtt5yuR1FqUJdoSgckMheAaVnBd0gmdW86zefS4/f8Wzp+I6iS8DPzv2MT/7sk2Xbbuu9DVGwB0u3bfJIZoQPPPwBjk0fA0Ag5F2wuk6GSAPtrlc7oahCuDnAvu8Pse/7Q972PRGJNYrAt759gt0ZnZseHKi478yYXQrV0h1BFhcXZh0OSAiCQCQgky7oq0aRLhWKYq22E6aQ08ESKMhZ/vn4DxAQiLWGmB4tDwt/5SfDPP0dO2+od7C8G9tcXLeSVigfBDPJLIXk57lw7OP0Dt7Hrs5dfO/k97j9n2739vmvd/1X7tlwz4Lfk+cocoSiTNa+EI9GiuKJIAtYNQZk0+kyppmq1zEN7NIzQTbJak6YtTOBVXWTcEBCN3UMyygLs16UWCsKWOCVFqnO6xGruLZauu0Ssye/eZwnv3nc2+6GU9Zix13rePmxYU4enWEtxVDrWiTHi2KqS8ARhDTDIiALFDSDoFxfGBMEgWhAJl0wyGk60QY6ucgBiY71MUZLcpns45W6QlEgJBOMyrzw8BDrpUn2NPUgLVEo6i9xFFVDEiU+vP3D/OW+v+TgxEF2du6s2CelpgjLYRSp/PXPpmMAzMhP0h4od0NapllSeuY7inx8fC4vRaEohZnXES0B3QmzLis9azBnxy3dLs0DzKhG1fmtKyp8/PaNCGP267F0s+jSvQy4WZWJVSIUAazZFOfckWkvU/ByYFkWiYxaN+vzSuh6llMNbv3LvUxnNQKyyM/+4C6/69ZlwBWK3AVAn8bxhaJLwNbWrfzhDX9Ytu22tbd5/98caCYsh/mX4//CyeRJPrj1gwy2DvJX3wmXZRTBG8tRBHD/r1/NxHC6bJuY1choJk2vTjL8+mRVoci9CI53hZElEW0RpWfuZx0OSKQL+pJKzy4lRaGouCLjuose2H4/bxu8id5YL+3Hu3nq28cZG5qle2Mzhm7y8mPDdG1oYsuNPfRuqScUlYs3LsmxCbAyXDj6CjxwH7+9+7fZ3r4dy7KwsPjrF/+aw1OHGxOKlPLSs6wjFMVKhaIaQZeWaZHZP4bVKaEPqXMcRQbIFEvPpHKhKOd0pypmFBmN5xNhCymWABiW3WksrUNUQqgywRYEgbf9xjVlx324WaGtd/7jL9oSZPP1XRx4JcG2X9lGaNv8oZWlYqqLKxSphumV4S30/UaDEllVJ6MaDQlFAN0DcQ4/fQHTMBEl0cvYCkXrP879v34NF04kOfeI3TlStJZ2AeF2O5zJ1c5Xetfmd/HZlz/LVw99lU/f+emK22fV2YqyM4AmYzf5kXfzB28d4Nqe7eU3WpSUnq3uSbKPj8/qxtIMzKyOEJbREzlST5wD4LTxGtcAmCaaIxQ12rnLdaiWO4p0woHK8/0DO9bQFglwx2AHmUm71XutEvNLRVvUFYpWT47Ornv76BmIE15AduHFIlXQUXWzrqMoEpDJrvKuZycn0kxnNW7b3M7TJyYZSmR8oegyMJTIEAvKdNY55nxq4wtFl4C+5j4+vP3DNW8XBIHuSDcnkyfpjnTzqRs/hSIq/GfhJxhulyS329IbyFEE0DvYSu9ga9XbZgWBVx4brsjiAZgZzxJrDaIEJBRJQG+gpappWmUXyNGAxATF7JKVjlsyVhpo7QpFtw7cRP92O+tG7dLZ9/1THNg7zH2/dg0nXhwjm1S5+5e3ebXt8+EFTM9Z+UlP22HI46dtZ9ya2Bo+tO1D3u1fev1LjGXHGnpPpWHWALm8LaI0R4vHhiCLVR1FudcnMaYLSPe2wD7QCiVCkWoilghFQS9k0wAU8rrtPip2PVu4cFKBKCBYFmreQHQEYLHGBHu+434+dt29nmPPj3EykedaaX7BZGY8SyAsl7WgLxXKCLrC2MKEl6jjvMupBtFgY59Rz8ZmXn38HJMXMnSub/KO13rljwDrrmqja0MzZx5+Clh66RlALCSTzte2vkeVKL84+It89fBX+WTmk54r1CWlpio6ngFMpiyE1C18Yvf9lS4ty/LDrH18fFYEupNPFN7eTnb/GKknzjLalmY8cxYolp7JiohUZ6yZizuGlpbkZFWDaJX5bTQoc+92O55BcJ7nYnQ+awRZEmmNKKvKURQMy/QtYF53MZl0hLWFhFmruolumMgNHlsrhdOTtpPlAzf08fSJyVV1rFxJDCUy9HdElj3T7I3E6vwFXoG4OUUPXfWQl1shi2Ixo+gN6iiaj56BZkzTYny4shX8zFjWyziSRcEr4StlOqNyYSbn/bk2aLcluGuDDgdk2qIB4pGlheReKqplFBUdGiWiQEhm2+29nHhpgonhFK/sPUtLd5jewUonRDVEUUCSxYqMosy0HTSdHBslm5ypuF9PtIexTKNCkX2qSk/nSU3lyc7YbpimaNH1JChi1Yyi9FPnkdpCBLbapVuljiJDNxFlgayeZTQziiTY78UNtHYFpNIw68UKRZYoIAKZ6QKKM2ZVKz1bCl0bmlmzOc7Bx8/WDUROjmdp6QqXDaABJ2TU7fyW14x5O56VEg3aq4Dpgu51C1woblnd8OuTpKbyzIzb32+oTs6SixKUihlF5jIIRUFb9JqPh7Y9hIXFl17/EqOZUXSzuH9KTVV1FI0k8/TEQ9UnLZbpZRT5jiIfH5+LjTWP09otOwtf3W5bHU14dcOo7YwFsCwKeR1lEWOY6ygq6CYF3cCyLNvFXW8h1M36u8yOIrBL4iZXkaPocpPKaxwdtefq9R1F9nGwmsvPhiZsoei6DfaC32pyn600kjmt7FqtkcynoUSGjR2xi/jqrnx8R9EKYW3TWsKJMO/d8l5vmyQKXtezN2JGUT26N9oXl2OnZundXBQMdM1geiTD4A22+GaXnpVPLE6Mp3nLf3kCq2SedGN/G9/6jVuKZX7OZ90aUWhqMKzxchKK2a+1VCgqZCqFIoCdd63j4E/P8a2/eAGAgV1jfOFf/x2/+l8/TyhW/+QqB0S0Qvlnm0sVxaGRE0fZdN1NZbd3R7o5MXOigXdUDMv82deOAqDn7O8mHil3FJmZ8nIhbSyDemaW+AMD4HQqKc0o0lUTOSCimzpv+c5b2NJ8I/AeTyhyHUXlpWeL1NdFAVEQSE3nL5pQBLD7nj4e/ftXGT40Rf+Ojpr7zYzl6NlUnnvklZ55QpG54PcbcUo0x2fzbO5qbGBuag8RaQ7w3HdP8dx3TxUfc4E2eUEUQLJ/t4K19JWjWEghVUcoWhtbyz199/C1w1/ja4e/xts2vo1Pv8kuQ5tVZ+mMVLbDGXWEoqpYFnaSlZ9R5OPjc3HRJ3OM/s1+un5rN4HeyvO1KxTJXRGU3hhmTudYxwTemck00XI6gQbLzsCek8miwKmJNHv+/DH++n27yKo63c3zCwhuLpG1As6P7bGA7xJZIJmCzs1/sZeMM7euOQY6uHPvnGrQHFodC7RzGZrMsCYeYk1zCEkUVk3w+UojkS5w61/+1JuTAuxYG+f7v3P7PPeyUXWTc9NZ3rW792K+xCue1XP1e4XzW7t/iw9u/SDxYPHCTRYFz1GU9R1FFUSaAzR3hBgdSpZtP7ZvDDVvsPk6u2W7IgkU5jhNXr+QxLLgU/dvpT0a4MC5JF9/fpiXhqe9WlbXOfIX797BanItyoqEHBDLHUVOXtFcoai5I8yDv7eb2UQOWRE588ohcqlZDu79ITe+873UQwlKFY6iXNr+PkRJYuR4daHoqfNPNdTitrkjzNt+Y4f3nn78tZ9i5UWaQqUZRWJFdkHhtN2tJby9DSNk36bmigHeumawvmsd/+G2/8CPT/+Y5y7sA97puctcR1GpULTo36BkO4rSUyVC0UUQIPuubkMUBUZOJGsKRbpmkJrOc1V3eXveYkaR66xauIMqFpR56kSCgm7ym3dtaug1C4LAA7+1k8S5klymmEJzRwM1/bL9/Yrm0n+sTUGZdL52RpHLH930R9yx9g4ePvUwz4887x3TKTXFQEtldtqFZI7rN9QoKSzpemaaq3cl1cfHZ+WjT+bBsNATuRpCke2AkJoDtH1wKwDqgR9jCiJgYpkmat5ouOOZS0iR+P7BEQzT4pWzM07p2fyPtVJKz8B2xbx2Pll/Rx/OTefIqAYfuXkDt21uZ7DOQpJ7HKzmnKKhRIb+9iiiKNAe9UXFxXI6kUHVTX79jo1s7orx9IlJvnfgAjNZlZbI/AuJw1NZTMsPsl4qvlC0QuiKdNEV6SrbJokCptem+o2ZUVSP7o1xzh+b9i7QLMviwN6ztK+NsXarfUEmiSLanAuvUxMZRMHupBGUJX5hp87DBy7wxaeG+P17BoGie2u1hFiXEooqnosIHHeRAIFI5U9+3dZWcD6r1x+fBODlHz3MdQ+8C0me/xQhByqFIjU7iyiF6NywjgvHjlTcpyfaQ07PkdbSVctzajGwu+jQ+OF3cgiCUtZVys4oKheK1DOziFEFqS2EaDlC0ZyuZ+FQkHs2v4ugFOTJ808ihkaLjhqjMqOoabErXI5QlJrKozgCWbUw66XidhEbG6o9iU1O5MCClu5yIcbNKCqUOIqCC+wuEw3KFHST9miAd+5e2/Dr7trQTNeGylyfhWJJ9msWlkEoigVlxlP5uvt1hDt49+C70UyNfc/t41zqHOub15PSUjQp5ce2aVqMzebpiVcXvyyz6CiqVzbo4+PjsxRMJ4PNzFV3ThrJAmJERgxIiJ12wwPV0JDcZgGWhZrXCYQXNycNKaJX3nsqkSG3gNIzwSk9u9xh1uCXnjXCSNJecHvXtb1ct2H+JhtQdBRl1fldvSuZoUSGt++wF+L8Y2XxjCTtedj7rl/Plu4m+tqifO/ABV4+O8Obt3bNe1+v45lferYk/IyiFYwkCujGG7vrWT16BuJkkyojJ2aYGslwbN8YUxcy7LpnvedWUUQBfc6F11Aiw9rWsJe/Eg3KPHRjHz98bZQXTtthzKv5sw5GlYquZ8GIjCjOfxGdmkwQisZITyY4/vzTdZ9HDohoc7qeqfk0crCJNYNXMXriWIU7ws3jajSn6MyF47xy+BleOfwMemEWUDBLsqeqOYrUsykCfU0IgoAoSsjBIGq+tOuZiex8z7s6dwEghYeLGUWak1HkCUVLKD2TREQBpi5kbEeRKCAs9rHq0D0QZ+xMCtMw0VWDqZEM06MZT4BIjtnvq6WrvFVucG7pWQOOIjfA+kM3b1h84PdScErPWA6hqE6Y9VzcY+dA4gCWZVXNKJrMqGiGxZqatnvLzyjy8fG5JLgCkVXjPGckC0hzSsFUQ3McRYBpouYW7yhy517r28KcTmTIqkb9aAW39GxFCEUBUgW9obyUK4GpjMqJ8ZT3N5OtL4C4F/u1Fknm4mUUrVJH0XRGZSareQ1wapUpWpbFmckMJ8ZTzC7AwfxGxBUZ3XLFXevjiAK8PFyZfzqX065QtEoaEa1UfEfRCkYqCWHOaQaKJKCs0g4AF4s1TsbKv/znl71t4eYAW5x8IgBZKgpuLqcnbVtoKR+9tZ8vPjXEH/3LqwDEw6uzNhpsR9Hcrmdzy86qkZqaZMsttzP86gFef2IvV91257z7y0qlo0gvpAg3NbFmcCuv/Ohhps6fo2P9Bu92t0PUWHaMza2bF/R+hkdO8K1P/j6ikz8jAYLYjpbXCToh43PDrM2shj6RI7KneCwEQmG0OUKR5Ig1a6JriAfa0MLDFY4it/RsKWHWgmz34xo6kGBPXEEMSxetE0NpF7Hn//cpzrxmO8V23r2OO96/hfFhuyQvPkcomptRVNBM2qMLe79t0QABWeTDN/ct19toDNnJKFqGuWVTSK6bUVTK5pbNhOUwB8YP8Ob1b8a0zIquZ6PeZHmejCLHQeqXnvn4+FxMXKFoPkeRFC8v7dBNnYA7ZrmOokUKRfGwQk88xPX9rfyPp06jGmbdJghuRhHzhHBfKtxA5smMyto3SNvzgm5w56cfLxsbO2IBXvjje+edy4wk8wgCdDUtrEV5ZJWXng1Nuk4W+xqjMxbklBNuXcr/fuUCv//NVwDY1Bll7/911yV7jauFkWSeaECiKWgfE5GAzFU9zbw8PF33vqcSmVXViGil4gtFK5i5GUWXZZV+hdPZ18Q7fncXhWxx4GpfG/Mu/sEJszaLAoJlWQxNZHjPnvLymN6WMN/6jVs4P50jGpTY09d4e/KVQiiqMHm+mPeST9cXijS1QD41S3NHF539G5k8d7bu8yhBEa1QHMxN08LUswSjHbQ4+TezE+NlQpHrKBrNjC74/Zw8fxjREpBu2siagS3kzgikXutGzRtFoUgudxQVztodNgJ9RWdHIBT2up5ZloWh2u19wc7JGYxfzXT6UGWYteRmFJmL/h2GmgO0C3DfneuJHhhHnKpf2rRY3C5ih5+6wJnXJtl+2xoysyqHnrrAnrdu4NBTF9hwTTvBOaVvxYyiUkfRwsTpT9yxiQd3raWraf6gyouFJRpgAsuQX9HkdD1baI6WJErs6NjBwcRBZgu2CNccLBeK3JWx3lqrqqbf9czHx+fSYNUtPVMJrCt3RWqmhukUIlimKxQtbjz8bx/aQzQos/fwmDfe1HMUCdLKKT1rd4SiRKrwhhGKzk5lSRV0PnZbP3v6Wvn5sQm+vf8cM1mN1mjtvJjRZI7OWHDBC90RL8x6dZaeeU6WznJHUel8wrIsPvfESTZ1RhnsauInh8cwTauu6/+NxmiVTrHX9rXwvVcu1P28Ticynljns3h8e8oKptRRtKQQ3Sucvu3tDF7f7f21rSk/MShiuaMokVZJFfSqJ5A9fa28Y1cvd1/VvapP2KGYMifMWqvbajw9ZbtOYm3tROKtZGfrBzXKAams9EzN6lhWhnCsmaZ2O0g5NZkou09HpAMBgbHswkvPJmZtUenmW97OB971O9x++/sRpXbUkkmuoIhgWFjOb0Y9M2vnMpVMdpVQyCs9M00Ly7LL51y2te5ADEwylZsCimHWpaVni/0dCrJIMCgxeH03AVG4KPlELk3tIcJNCq8+cR5ZEbnl3Zu5+Z0D6KrJD/7bQXIpjV33rK+4n5dRpBUdRW6JQD3iEYWtPQvPnFpuBMnAtEwsdekXEbGQjGU1tqK5q3MXx6aOMZ4bB6goPRup4yiyrNKMIl8o8vHxuXh4jqJ85bnG0kzMjIYUL3eAaKaG5QlFBlrOILDIcay/I0pnU7BsHlZXKFJWVukZ8IYKKXZdMe/cvZZ37OrlzVfZGTHu2FaLkWSeNQ2Iae5xkCmsznFwKGFnoK5vtR3bHbEgBd30MrkAnj05yZHRFJ940wA3bGxDNy2//KwKI8k8vXOOnT19raQKOicm0jXuZeMGivssDd9RtIKRRRHddLNS6gf9+VRHlsSyjKLTji10NYZUL5RQRKaQ0RgbssWS7KxKe5XOJqWkHUGnqb2D2Ylx8qlZDF2fN9B6bph1JpkDq0Ak3kq0pRVBEElPlQtFiqjQEe5oSCiaStoX310ttkvJXcVUSya57iRSPT2LoIgUTiZReqKIweLvJhAOk5meZvTEMbSCgWlMIsrFDl3b23YAsH/yp1ydMDgze8Z+TFXiwMTMkjKKBFn03C5mTke8iEKRIAj0DMQZOpBg6809hGIKoZjC2q0tnD86Q/vaKOuuqnTMzXUUFRpwFF1uRMnCsDTMBkrGahEL2qJqKq8TDS7se9rZuRPd0nl06FGgulCkSHYHlKpYIHpdzy7/hZCPj8+ViysQzXUUGckCquNGrhSKDE8oMlQD07QWLRS5lApF4YV2PVtBpWcHzs54/98TD9HdfHkctZcCd+7sZr64ix6jszm299ZuRDGazLOpc+GBwl6Y9SrLfyroBkdHUxw4l2R9W8SbT3llimk7p/DsVJb//sRJr/HHj163F0IT6ULdTl5vNEaTeQa7yrv3XtvXAsAjB0fIXVX9GNEMk9HZPAN+x7Ml4wtFKxhJFIpCkeo7ihaLIgloJaHHQ86qyMAVnIQfaw1iWfCdv3rR2xZtmb8+PFUiFEXidulSbjZJrK295n3kgIhesuqTHJ90niuOKElEW1tJTU5W3K870t1QmPVMehIFaI7Z4oY7OVVLgjhFpwRt4vMHvW3RW8rbv4eb4px44Vm+9sef9LalJzsBuzTu6o6rsUyZR0c+x6OPfA6w3US/+j9f4fXzdilbS3hxA7kgC1iOAGPmdJT4wur1F0vvYAunDybYeXfRObT73j7OH50pC3svZW5G0VJK7S41gmCgWzp6bumTy5iTu5EuaMDCJv67OnchCRJfO/w1ADpC5ZOb0WSO7uZQbaeiZQJ+RpGPj8/Fp1qYtWVajP6X/ViOiCS3l5/7dFPDxB4PCs79F1t65tLZFCQakMioBtEFhlmzAhxFnU1BApLI3/70BH/70xOAndO3/9/Pn9ezmhmak/nillEvxFF02+aOefcpJeoIhqut9Ow/PHyIrz43DMC924rZmO0l7rPf/NpLHB6xy9N/755BQopEpyMkTaRUNs/fyOsNhW6YjKfyFQ1ANnZE6YgF+cze43xm7/F5H2Ow68q9zrtU+ELRCkaWBPJ6MczadxQtDlksdxSdSmRQJIHelit35eeqW9fQ3BnGLFl56x1smfc+rlBkl57Z+2brCEVKQEIvCZBOTtiiUFO73QK1qa2D1BxHEdiB1kPJoQW+G5hNTdOOnTEEoLiOopLV0Mi1XUjxoFd6BhDsL1/luvfX/jU77r4PgInhEZ76xufR8sUSu3goSvb0b/Ph25u9gX5sKsS/+foE//quTdy4sY2bNtb+POZDkIoZSmb+4jqKAHbcuY6+7e1lpZj9Ozp4/x/dQMf66oOnW3pWFIoMrxPaSkcQTAxTx2igW1kt3ODEVAOP1Rpq5RsPfIOJ3AQxJVYR1D6SrJzwlGFZnqPIMi7/hZCPj8+VS7WMIjOnY+UNojf1ENnVSWDO+Kmbuuco0gr2yUpZZJi1iyAIbOyM8tr52bpzXEFeORlFIUXiu791G6Ozdnn6z48l+NIzpxmbLdRuWLDKOTVRnvnS2RREEgVGZmoLRam8Rrqgzz/2zcFdFF9NYdZTGZVvv3iO+6/u4f03rGPH2uJ823UUnZxIc3hklg9cv56371zDzQP2PLndC0Z/45QxLoTxVAHTquyWJwgC3/pXN3sOt1oEZYmbBxY3X/cp4gtFK5iyrme+o2jRyFIxFBxgKJGmry2CfAV3kJMVib7tjZ0gU1OThGJNKMEQkWZHKJqZv7OAnVFUHMxTU/b+zZ32cze1dzBx9kzF/bqj3Tw38tyCX1s6k6QdUML2gOF2WtFKS89kkdCW+QPIoy2tDOy5AYBg1A7rNoziJCcgi5iFHtYHt/GmdQMA/NreF2iLBvhdZ/Vnsdhh227pmYGwxAl2PSRFpK230nbb2Vc7R8gVhQqGiW6Y6Ka1ahxFCCaGZWBUydxolKKjqDHRaVv7Nraxrepto7N5dq2rLdZapul1PTOM1bWS6uPjs7ooZhSVCEVpu9V5cCBOcKDyXGWYOqbgLCY458allp4B9LfbQtFCu55Zy9CwYDnY3tvslVwFJIkvPXOaoUTmihWKTk9muH1zp/dvSRToagrO6yiq2+2zCqIoEFLEVSUUff35MxR0k0/et4Ut3eVzLFco+slhO0Lhnbt7ubXEYeXlXaV8oagU97iqJjIOdMYYaKCc0Wfx+ELRCkYuCWHOacaqbte+nBSyGcaHToIg0D2wmUAojKHrjJw4imUYtK5ZW+aCUSQR3bCYzqgcGU1xdDTF5q7LF7q7UklPJWhyPrdIS9FRNB9yQMTULUzDRJREMo5QFO+yHyfW3sHQK/srukd1R7pJa2nSappYoP7JPpdNAUECIXvAqFZ6thDyGY3Jc3b+wtQFZ6Ks5bzbXaHkxHiaZ09Oksyp7D0yzu+8efPSBRNZAMPE0kzQTcTwyhNgSkvP3M5vqyWjSMBEt3TMZQjAjDmOovQyuJNGk3mGEhlGknnuv3o+RxG4vxDD9EMtfXx8Fo8xW0AIyYg1XDqeUFTiKDLS9nlHdC5cVUNlKj9FT7QHAN3ScM9S7iLNQkvPLNPkwvGjmLpGvKuH5s5ijc2A41Kp3/XMzSi6/I6iubgdroYSGW7ZdOW5GDIFnbHZQkXmS0885LmqqlG82G+sM1w0IDOUyPDsSdul3hYNXNZmGfOh6iZffvYMdwx2VIhEUCw9e/L4BKIAO9eXi7AtkQCiAJMZ9ZK83tXCYkRGn+XHF4pWMJIoYFpFoSjkl54B8PiXvsDrT/wEgJ333s9bfv23Obj3h/z0H+1MmY6+fj76nz7r7S87WU+/9uUX2X/GFjJ+YWfvpX/hK5zUZIKmDnu1yHUUZZIz895HcYKiddUkEBa9/Vu7HUdRWztaIU8hmyEULQpCvTH78z88dZgbem6Y9zk0Q0PN50EKI8lK2fOqNVr71uJnXzvCyZcmALvLFIiYZnEVRxYFmoIy33zxLN980XYcBWWRD9+yoaHnqYYgiXY3GUd8EC+yo2gxlApFeSdIcqFdzy43FgaGpWMtwyqkKxSllhiMrRsm7/3cM5ybtifS8wboW1aJo8gXinx8fBaHZVmM/d0rRK/rJn5/f9V9zLxuaz66haWZCIroOYokp0PqN458g88d+Bw//8DPUSTFPr8KTkZR3hZrAgscx159/DEe+/zfAdDc2cWvf/Yfvdu298YRhaLzoiaSI6WvgNKzuaxpDhGURYYS83diWq0MuS3f54xhvfEwh0dna95vdB5XyHx0xII8dmiMxw7ZWZaCAM//u3voWoFh4Y+8eoHxVIFPv3dn1dsVSaQlojCT1biqp8mbX7hIokBbNPiG6qC3EEaS9rypt0GR0Wd5WXlXKj4edph1sfQsslpKQC4y06MX6Nq4CSUY4vyRQwCcO/w6sbZ2Nl13Ewce+wG5dIpwzFb2ZVFAMyz2n5nmN+/axHSCap4AACAASURBVF1bOtm1fv68njci6alJejYNAnZ3MFkJkK0jFMmOeKmpdpvcfCoJyAQidlvQWLttr01PJsqEojvW3kFzoJlvHPlGXaFoPDeOYgiIgaKjThQFlJCE2mBwcWamQGdfE7f9op0f8y9/FUMJFMUAQRB4+Hdv50JJzX13c5CupqVPTgRZxDJKhKKLnFG0GEozilabowjLQLcM27G1RJpCy+Mo+tHrY5ybzvHvH9jG7vUt8593LBPB63rmC0U+Pj6Lw0xrmCkVbSJb9Xbb1WohxYMYyQJmXkdSAhWOonOpc6S1NOfS59gY32hnFDlCkeY4NwMLcMZalsX+R75L54aNtK1dz8kXysvO33p1N0/8mzfXdQ4IogCSsGJKz0oRRYH+9ihDieqf+WrH6xbcXuko+umR8QrXuIvrKGq0G9z//NUbPXHqtfNJ/uMPDjM8lV1xQpFlWXzxqSE2d8W4c0tnzf3aowFmshp7NlSPR+iIBZhI+Y6iUkaTecKKRPMKnCu/kVglVwBvTCRRLGYU+WHWHumpBB3r+ujfeS2T54bJZ9KMHDvC2q3b2XLz7QCMnjjm7e9mETWFZH77zZu5aaB99eSuXCJ0TSObnKGpzRZ2BEEgHI8vQCiyP1tddcKPM7OIctSbMLiP5wZlu0SUCO/d8l72Du/lXOrcvM8xmhlF0UWUUPkEIRCSGy49K2R1mjtCrN3aytqtrUSaYxSy5YF4G9qj3LKp3ftbrjpoQRbABDNrv+aLnVG0GGRJRBIFVMPwHEWr5bdiWQaGZWItQ0vdaHBxGUVz+eJTp+hri/Cx2zZyfX8byny5aJaF4HY98zOKfHx8FomesFfijWR1h4K7WCG12Q4erwwtrYFYXMRIFuzS8zOzds6gaengCkXqwh1Fpw+8xNT5s1z/C++mrXctuqaWdXYUBIH1bZEFvbfSphArjY0d0SvXUeR0C+7vKP+e1sRD5DSD2Rru7pFkjo5Y0HMrL5SeeMibg9251RZgLtTprnY52Dc0xWvnZ/nV2zbO2+3OdctdW2OxqCMW9MOs5+A2ALlSuwiuFlbelYqPh1syBX6YtYtpGqSnJom1d7Bm8CoATrzwHKnJCdYMvouezYMIgsiFY0fYuPs6wA6zBnjoxj7vAnC1c/7oYfLplPfv9rXraelZM889KklPTzF2ym7rmnOyiFwHEEA03lJXKJJkAUMbZv8jecJNAbLJUeRAccWpqcMRiqp0Pnvoqof48utf5utHvs6nbvhUzecYy4wh6wLBcPkEJRCSGheKcjrBktWJYDRGIXOJJnbORMl0Vo1WoqMIbFeRXXpmn3tWS9czyzQwLAOWYbVZkURCiki6oJNTDUZn82WWe9O0eO7UJLkSUWrH2njZaufLw9O8NDzDn71jO5JYf6JjWZbvKPLx8alKYXgWM6MhxQIE1s+f1VJXKHIu6uXWEOrQrCccmWkNMarYzh1gpmCP/65QZGAgOGHWBS+jqP44tv+R7xJtbWPrrXfw0qPft19joUAgvDBxqBRBFtATOXKH7eyahXwel4r+jih7j4yhG+YV1yxlKJGhpzlUETjuusBGZnPEIwqmafH0yYTXOfXwyGzDZWdzcZ9jNFk7C6kaec3guVOT3oK7IMAN/W00hRrLez10YdYrgwLobQmzbY0dYv7Fp4ZojSi8Z8/aeR/DE4r6ajuKzgzP38XrYpJVdZ4/NeXFnYiCwI0b28qumc7P5DgyMosoCNw00FY3fH6xzGRV9p+Z5thYys8nWgGszCsVH8DpemZYGKZFQTdXzcr+xSSbTGIaBk1tHfRs3gKCwEuPfBeA3i1XEQiF6ejbwMjxI959OmJBgrLIR2/tv0yvenlJnD3DP/3pvynbFm1t49f+7ovIysIHwB9/7jMMvbK/bFtbb3Gwi8RbSE9NzfsYqcRxtPR3ePnR4rZ4967i62ppA0EgNTlZcd+eaA93993NI6cemV8oyo6hGCLhpnJnTyAsozbY4UrN6gQixc8oGIlSyFyawdkN4jTSK1wokkWn9MzJKFol5x1D1zAwEZYp6LQppJDK63z+56f4+5+f5JU/vc9bFX36ZIKPfHFf2f53DHbwlY/f5P37n186RyQg8b7r1y/sCUs6M5qWLxT5+PjY6DN5Jv7bAe/fa/74JqSmQO39HaHITGtYuul1C3PxHEWt9kWY5QhHRlpFihUfN6lWcxTZeSH5jIkcEJHqlCbn0inOHHyZW977EJKsoATt59QWKRSJMYX8kSnyR5y5iQA9f3gDcsvlv6Ac6IiiGRYXZvL0tTf+3lYqpmnx0vA0g92V7mo3pHokmeeqnma+9eJZ/u3/erVsn3fuXlomaFNQJhqQ5u2uVo1v7Bvm//n+obJtH7utnz97x9ULfox0Qedd///TqCXzioAk8uQfvpm8ZvDY4TF+6676zU4GOqOsiYe84Pa5tMeCTKYvX+nZp394lC89c7ps20M39vH/vWcHYB8DH/mH5znllAP+yq39/N8PLvxzbIQ/f/gQ/+ul8wDcNNB2UZ7DZ+GszCsVH8B1FFleCUi9jhBvBNJOCVOsvYNgJELHuj4mhk8jyTKd/XY78zWDWzn6zJN2u2lR5Bf3rOPuq7rqByWuEtxcpnd96k+JtrQycWaIH//933L0mZ9z9Z33LPhxEmeHGdhzA7e895cAUIIh2tau826PxFvs7nLzIAp2iOE9H/9DghF7VW/DzkHvdkmWiba0kq7iKALY0bGDH5/5MclCkngwXnWfsewYIUMmFJkjFIWkhsKsDc1E18wKR9FsYmLBj7EUBNlepTVSTg7ECiw9A0coMoqOotAqCbM2dB1TMBHM5cmvaArKpAs6R0ZnyaoGZ6f/D3vnGR7HeZ7re2a2Nyx6L0Qh2HuVKIkqVrNkWYpiyyVuSpy4xCe2j2PHiVOdnLg7lmM7jmzLsizJkiVZklUoiqosYgM7CRAE0YjeFtjeZs6P2R1guYtGAiBI7X1duEjslJ1d7M5883zP+7w+qmJliA3dqpvv0b/YiM2o48G3m9lxqoeorGjuoYOtLtaWZyYFV46PggAoKMhyuvQsTZo0KlGX6gwyr8zFf6SP6HBwQqEoHBOKUCDqDqHLTBRRFM1RFCs9C8SFojCibXQiZaLSs77eMLllkzt5RvrUluC5ZQsA0BvV5wwF/FhJ7a6YiNxPr9Dej8iAn8HHGgi1jswLoSje+exsv+eKEopeb+ilZcDHF9+zMGlZ3C3U5QpoeT2LCx1860+Wa+tU511c+b4gCGp3tWkKRad73Dgteh7+1AYA/vm5ExxoGZrWPo62uwhFZf7t/ctYWZLBoDfEJx/az2/2tOIJRtCJAh+bQrOTz99Qzf1bFiCO4y7OsRnxhaL4QpFZc+qMx7A/zBMH2rltWQGf2VoFwINvN/N03Tm+ckstWVYDr9X3crbfyz+8dzF1bUM8caCdL75n4ax0497fMsg1NTl85ZbalF3k0swtV5Y38gpDEgWisqKVN6QzikZLmOyxEqnChWr5WV5lteamKVq4mKDPy2Cnmn0jicIVIxIBdDU2YLY7qFyznoKqGpZd/x6yS8o4+OKzsU5ekxMOBnAP9FFQvZCCqhoKqmrILilNqAW2ZDjxjQxPuE/P0ACCKLLipqtYvGUVi7eswuJInDGxZ2UnZRTFKXOUAdA20jbuc/R4ezDJozORcdSMoqk7ioKxwbHRMnoRNlmsc1Z6Fp/VlTVH0fz8PhskkWBEJqA5ii6Py4QciSALCqICygyIRTaTDncgrAVqxjMaQLXhZ5j1bK7MZkWJk621uXhDURp7VQHJG4zQ0D0yrs08JbHvmSKAEr34nKU0adJcGcixkGljpTqZEg+dHo9Ivx8hlh+YqvwsXnoWdxTJsaYQ8nmOonjpWctIi7qcKIKoQxZ0DPRFKFiQenJnLJ7zxmwGk+pACQcuLG9GshkwlNgxlNgxL8tB0IuE2tyTbzgHxIOe49eMK4Vf7mqmMMPE7cuT4w1y7UZEQS0Le6uxn8ZeD3++ZQErSpzaz0wIH0VO87Qzis72eanKtWnHsbkqm1NdI/in0Rn1ULv6HXjfiqLYtT6Pmxbn89u9rTx5oJ07VxRNKWDbqJNwWsYXd7Nj37tL4Sr63f42fKEon7+hWnuv/vqGaoIRmUf3qiJx/DPw8asq+Nz11fhCUX63f/xx+4XS5w7SPujnmpocVpQ405U084D5OaWdBhh1FMVPaukvDFoJkyYU1dRybMc2impqtXUKY//vPF1PdknZ3B/kLNPZWE/hwkWaqCMIAmtuv4vtP3+AA88/rb031swsSpeMzuooikJH/QmKa5fg6ukGILNw/Lpqi8OJHI0S8Hq0DnLn4x7ox5aZjSiO/9m0Z+cy0NGeclmFowKAVncry3OXp1yn29tNflTCYE5skak36whPI6Mo7j4yJDiKrElh1rNGTCgKd3rVNr/zNPvHGC89i4dZXzaOojBy7C31HeqNObgEjNVOJOv0Z71sRh0j/rDW7SX+b/z/C3JGQ9vXxAShulYXiwocHDnnQlZgddnUuysqsTw6RVDUmfs0adKkYbRcWV+gChFyiptJJRwl3O1DX2wjMuDHWOkkeHootVAUGM0oAmjoPEnv2cMsc9sxx86V4WgYb9iLWWem19eLL+xDViIIoojbXoosQ36lY9Jjj4/Z4vmHcUdROHjxwb2CJKIvsRGcJ0JRjs2A3aij5TIVitoGfBw+l5hLOewLsevMAF+9dVHKZgx6SSTXbuRA6xC7mwbItRu5c+XFlZqlosBh4nRPovv7YOsQK0syxs2Dahnwck3NaCeyNWWZRGSFYx3DbFigljS1D/o0MQjApBO5aXG+5vypax2iKtdKxpjIgvu3LGD7yR4APrVlwYy8vtzYZHafJzjlYPeL5VDbEO1Dfh7a1cKmyiyWFo0KvzX5dq5dmMuv97SSYdazu2mAr92mfgaWFmWwqTKLh3a1UDBO63q7UcfW2tykIOpQROa1+l5CUZnKHCvLihPF5kNtquNrzXQm2dLMKmmhaB4T73qmOYrSQhHugT4kvR6zXR2glC5ZgSjpKF+xRlsns7AYS4aTs3X7WH7DzZfqUGcFv8fNUOc5ll57Q8Lji6/Zyu4nHuGt3/4q4fE/+9aPyIuV5J3Zv4fnvvcfvO9LX0eJdVfKLBj/gm5xqje5PpdrXKHIM9ivCVPjkZFfwNm6ffhGhrE4Ei8KJfYSREHUrO1J+w95ODt8lrWRQvSmxAuS0aSbVulZ0JfsKDJarETDYSKhEDrD+LM9M0G8VCDU7kaXY563nRxGM4pipWeXiaMoGo4QNqkz7UNPjnY9tG4sIPPumvE2GxebUceJzhGtBO/smMF/c5+XjZXZ2u/l2RayrAYOtQ3x4Y1lHGpTB57jdThJyVhHUbr0LE2aNDHijiJ9vnoDmcpR5D3Yg+sPTWR/dDFEFExVcaEoWVSKO4gku4GoKPNW0xs8OvwSz0R+gGRXb4jj+UTLcpaxv3s/7e52FKKEDEaGHeq5b6qOIlGSsGSo6+pi3UvDgekFE4+HocyBZ2cHSlhGuMTXKkEQWFhgZ2/z4Ljt4ucrsqzwyYf20dSXLHLZjTo+tGH8rL2F+XbeblSdY397a+20O5xNhcIME73uIOGojF4Sqe8e4U9+upvv/ulK7l1bkrS+NxihZySY0IRiVex6XNc2pAlFX3/mmHbscb597wo+sK4URVE41O7ihkV5Ccs3LshidZkTm1GXJHRcKPGqh3733HQ+6x4O8IH/2UM4qo47/v3u5Inav7y2ko88uJdvPHsCu0nHh9aXjVlWxScf2s8XHjs07nM89ZnNrC1PzBh64VgnX/ydmrdm1kvs+bsbEpxWh9pd6ERhxt7XNBdPWiiax+gktetZ3FGUzigCz+AA9qwc7QLszC/gsw/+FqNl9GIgCALLb7iZvX94EldPN878gkt1uDNOd2MDgNbxLY7eYOTj3/uJ1qUsEgrx+D/9LXUvPcetn/kbQO08AtDRcAKzXT0JZxZOIBTFRB3fiItsUg8S3AP95FZUTXjMy7bexIHnn+boqy+z6Z4PJiwzSAYKrYW0DqcWip458wy+iA8pQgpHkUQoGEWRFa1Ly0QEfTH7/tgwa6sttsw760KRqdpJwVfXo4RlJMfsPtfFMJpRdPmFWfdJA+xS4J4vqx0Ph545Q6h15IL2ZzPpGParnxmdKGilZ/5QlM7hxC5ogiCwutRJXWw27FDbEJW51gmt5knEyuUUlLRQlCZNGo2oJ4xo0SGadAgGUROOxhIZUMtyXC82A6AvsSEYpfEdRToBQS8S1IfJwskd+bdBA4hW9ZzlCqhjiRU5K9jfvZ/WkVZkorQVZ+MuqMEUdWPJmPz85u7vw5qZpbmOR8OsZ6bVubHMjieqEOr0YCyf3OE023xgXQlffeoYe84OcFXVxJNo84k3T/fR1Ofln+5ckuDCAci06Ce8lv38z9bR4fIjiQLls+SGKXSaURS1NKnIaWZ/sxpmvr95MKVQFC//G3udzrYZqci2aK4VgMYeD7cuLeD/3qJWInzut3X8cmczf7q2hNYBH4PeUJK7RRAEHv3zTcykDqiVnnnnpvTs4T0tRGSF3316E0VOc0oX09XVOez86vUEwjJZVkOCq+r6RXm8/bfXaxOKY3EHwtz9k90caBlKEor2twxhN+r48UfW8PFf7uOxfe1aLhKoDq6lRY50Bc084vKYKn6XIgoCskzaUTQG90A/tuzshMfGikRxVt58O6Iocuil5+bq0OaEzsYGBEGkoDrZIWG22ckuLiW7uJT8BVUsve4m6ne+gdc1RHdTIx31JxEEkc7GBoa6O7FmZk3YdcSaEXMUDbtSLlcUBffAAPas7JTL42SXlFGxcg2HX3mBaCR5gFvhqKDVnSwUReUovz31W1bnrEKORDCkyChCgfAU6821jKLzSs8AAnOUU6TLNKHPs8zbIGtQM4pCkbFh1pfHZUKORNAZ9Lj8UfR5FvR5FoyVGYR7fMjB6Qsv9jEh1BsWZGmlZ62DyQNQUMvMmvq8DPvCHGpzsbp0utbpUUcRSjqjKE2aNCqyO4QYu5EUbQatFG0scUEoOqgKMPocM1KGQQt+Hovij2jXIJ8UIItMqvVqCY1iVe9+446ieEl460grChFESY87uwbHQAP+w4cnPXb34AD27FHhwWAa7Xo2ExjKVHEo1HZhEwIzzV2rismyGvjlzuZLfSjT4hc7m8l3GPnIxnKq82wJP9mTZHyaDRLVeTYW5FjHDWu+WOJt0uNt6uOu3UPtqcOp49fr5Ot0JnVtLhRFwReK0D0SYHlJhvZa79+ygPpuN7ubBrR9pyohNxukGRUz4kLRXDiK/KEoj+5r4+Yl+WyszJ6w1K0k00J1no0sa7JQWJplSfqsVOfZWF2WSVmWRfsbjeVQm4tVZU6uW5jL1dXZ/Hp3C+FYR7lIVOboueHpZTummXUujzuAdylqRpGsCUWmOXIUDXV3MtTVkXLZYOc5XN1dgNpl6NTbr3N0xzbaTx5Luf5M4xnsx541+SyNPSuH2s3XcPyN7QR9vjk4spmjt+VsUieu4d4eju7YRtPBveSUlWuBkBOx5rY7iUYivPHwg7z92K8xmM0sv+FmepubGGhvnbDsDNQwa4CmA3s5umMbR3dso+34UW15wOshEgpOWnoGsPb2u/AODfLWbx/ixJs7CPlH/yZljjJ1EHpeaPbr7a/T4engQ5UfAJIdRQaT+n2YavlZqtIzU9xRNEdC0VygKAotRw8hX2Ag8mjp2eWVjRaNCUWRkEw0NstlLHeAopb7TRdb7EbKpBfZVJlN13AAfyiqOYvOH4DGZx2/va2eAW+INeXTKDuDMaVnCoqcForSpEmjEvWGkWLdyCSbPqWjKDocQsoygQCCXkR0GJAyjERGRkWlSL+fcLcXORBBjE2YeEQfTuwUoIo5br16bY4HWQ+7reSZ89jVuQuEKLawFV9QwhnsZvDXD0967OqYbXQySXMUXWCY9flIdgNSpnHeBFqb9BIf3VjGjvreeR9qLcsKzx3p5MG3z7LzTD8f21wxK2VjM4HWXS0WaB137zb2ehgJJH8f4tfpeMB4nDVlTvrcQTpcflr6fUnrvG9VETk2Az/YfppnDnViNUhz0nnLqJOwm3TsbR7k8X1tPL6vjVdOdM/Kcz196BwuX5j7t1TOyv5BfZ/r2oYSxvWe85p8fOrqBXSPBPjWS/U8vq+Nn73ZhD8cnVa2Y5rZZ36eEdIAarcuWQFfcG4dRdt++l+88KPvpFz2xx9+i5f++/sANB14hxd//D22//wBnvqPfyQcml0lXJFlPIMDWijiZKy46VZCfj9tJ47M6nHNJIqi8NR//GPS+//CA99h+88foK/lLGXLV01pX1lFJVSv30z9rjdpO3aYle+5nfKVq4mGw3Q3NU5YdgZgstuxZDg5tfMNtv/8gdjf+RuEYtkCnoHEbiYTUb5yDbkVldS9+Cwv/+QHHH99++gyRznesJeBwEDCNr85+RuKbcVsyl4PkJRRFA+lDvmndlOthVmfl1EEEPTO7wHddOhqrOepf/8GTQf2XtD2o6VnMbFlng4czycaCWO0qoPJvpgwZChRhcALuYmwGdUbs4psK5WxtsctA16aYzOVFecJRStKndiNOn67tw1JFNhcObHT7nxGw6xBUZLt3GnSpHl3Io9pWy/aDCnDrKPDQYzlDswrcjGU2hEEAclh1JxGiqLQ//BJ+h48RtQd1hxFLmEEm2whO6renPUJaknPcFB1FH31d03UZi3lYM9BAHL8auerwlVluHfsmLAratx1PHbMpp/hjCIAY0UGgUYX8jS6Wc0mH91cjl4UeWjX/HYVPXekky88dohvvnAKu0nHhzfM3+YvhQ51/Nc9HGDQG6JlwMeW6hwUBY60JztXmge8FGaYkrpFx0WKujZXyvI0k17ik1cv4EDrEG+d7mNzVQ7SLLmkzqcmz8bOM/187eljfO3pY3z6Nwc52zezk5iyrPDLnc0sL85gfcXsOXdWl2XS6w4mdKo7el6Tj+tr86jNt/Pgzma+9vQxvvvKaQySqOVHpZkfzN/6hzToYicnT1BVy+cqo2igo52g10M4ENAu6gBBn4++thYkSSISDtN5+hQ6vYEbPvVXvPI/P6K3+SzFtYtn7bj87hGikciUhAkAR44aQBfwzI+Zpqkw3NONb9iFb9hF95nTFFQvpKuxga7T9Wy572Msue4GbM6pn0Tv/OLX8LqGQACbMwuPa1Bb5pzEUSSKEn/+owe1sqxzp47z4gPfpaepkdKlK7SW97YpOLwEQeDD//Zd/O4RHv7bv07oglbuKAdUa3uOWd3XiYET1PXW8ZV1X0EOqYPiZEdRTCiaYuezoC+CKAnoxgReaqVnc9X5bA7oaDgFwHDvhc1GGSSRYFjNKNKJwrgdReYTiiwjR6NkFzvoOydx9LVzFNyfgWjRo8szX5hQFPt8LcixagPJ5n4vzX1ecu1GbMbEy6fNqGPP12/EHQhj0esS6vmn9iLG/JMuPUuTJk2MqCeEyabe1Ek2fVKZlSIrREdCSE4jjpvKIXZfKzmNyO4QSlQm2DRMpFd1UIS8wxhrMvGFfQwLbmoiC9BHrICXLnpZwaijKBw284HSv+MfN3+dD/7PXgqFfMCHvTgbXziM7PEg2VM7LgIet+o6HjNGGM0omrmJRevGAnyHevHV9WDbNPMdt6ZLnt3EnSuLePLgOb50cy0Z5ul33ZxtFEXhFzubqcy18sj9G3GY9UnXtPmEw6zDYpDoGg5wOFYS9omrKtjV1M+hNldSrlJzvzfJTQRQW2DHpBc51DakBUhX5CSWXn12axX3ri1BVhRtnbngsU9vYjCWUVTf5eaTD+2nqc9LZa5txp7jzUY1i+qHH1w1q2HrcTHoUNsQxU5z7P+JTT5EUeDZz1/NkG9U+LYYdPPy+/JuZv7fAbyLkST1S+yO3QjPhaPI73ETcI+gyDLdZxsTlnWfOQ2KQjQSobe5ic7T9eRXVVO5RnV8dJ0+NavHFhcmplJ6BqMiwOXkFulsrAdAEEUOvvgsAAdffBaD2cLqW+9Qg7zFqX9tRUnCnp2jbWfPytHyAjKLiifdXm8yqdtn51CxSg0I7jytHqN7Go4iAJ3BgD07h8zCIlzdndrjY4WiOL85+Ruseiv31NxDyO/XjmUsWunZVIUifwSjRZdwcRwtPbt8PiOT0RX/+wwOTLJmauKOomBEvnzKzmJldgaTgcVbimg62ItnSJ3JMpQ5CLWPTDjznYp4RtGCHKs24Gzu99Lc700qO4tjM+oozDBPXySChNIz0qVnadKkAZSwjBKIjnEU6ZG9YRR59Hwme8IgK0gZBgRJ0Jo7SBkGUCDqDuHe2YFoN6DLs4ACokmix9eDR/RhiOiwhky4RR/dAbXttyvoQkAHioEj7R4KrAVEQnYMscutNUe9dkZdqTMMYewYYdRdKUoSkl4/Y2HWAIZyB/oSG56dnQnvy6XkU1sq8IWiPL6v7VIfSkoOtA5xrGOYT129gCKneV6LRKBONhZkmOga9lPX6kISBa6uzqEmz6aVoY2lud/Lgtzk67ReEllR4qSuzcXZPi8FDhMWQ+JrFwSBfIeJwgwz+jmcKDPqJAozzBRmmLVS9pYZLl/85c5m8uxGbl9eOKP7PZ/FhQ6MOpG61tHzQ6omHyb96GsuzDCnRaJ5yPw+M7zLGXUUqVfmucgocnWN3sB3NTZQumT5mN/rtf+fO3Wc3uYmVt/2PqzOTBy5+XTFOnKNZbi3h6YD7zCVezRREll8zfXazTtA2/Ej9LW2ADAYc6FMVZgwmMwgCATnuVskHArScugg1Rs209VYj8FsZunWmzjyyovklJZz+p2drLn9rgmDp6dDYU0t7oE+sgonF4rGYrbZySwqoeuM+nf2DPYjCCJW5/Tsq5kFRbSNybQqshahE3W80vIK3rCXc+vkrwAAIABJREFUqBxlW/M27lt0HzaDjYGYRf38XKZ46VnQF6HpUC/ly7LRTSBshHxhbZs4o6VnV0ZGkaIomtgYLw08f/mZfXuoWrcRUUr9XsUzigLhKKZL3G54qsixkHRJp2PxNSUc3dHOW4+fpnhhJsVZJmRvBPeONnT5FizLcyfZm4ptjFBkNeoocJh4rb6Xxh73jA2yfHV1BI6p3wX/8RPqaxGAdOlZmjRpUPOJAE0okmyq+CP7wur/GQ2ylhyJ7gcpQ/3d/Xo7wdNDOG4uR7IZGHq6EdGsU4UiyY8uKMK5ACM6Dz0+VSgaDg4jylZA0EJ9w1EZgyKjM0oYc1RXQNTlgtLUXVE9scmKsWHWoLqKQjOUUQTqjb19SzGDjzcw/GIzkjPxfTCU2TGWzW1HtKVFGWyqzOJXu1oSXLnX1ORMmnnjDoR55lAH4ajC4kL7pN3TZFnhqbpzjIwzaWbUidy7tgSTXqK+e4RdZwZ4+XgXToueP1mT3DFsvlKYYeJ4xwhNvV4WF9oxGyRWl2by4vEufjEmPDwclXH5wlSOM6GzuszJL3c2E4nK4076XGoyLHqyrAbOjhGKFEXhmUMdDPmSM5mmgj8U4e3Gfr5yS+2sZ1GpglwGrzf0Upypjt0PtA5x46L8WX3ei0WJyngP9qCEZHRZJsxLphchcCWSFormMVLMOTKXjqJ4iLXOaNScI3E6G+vJKi4lHAxw9NWXiEYiFMXatBctXMS5U8eT9rf9f39M69FDU37+4b5etv7Z/YBaavbMt/6VyJjsI4PZQsYU290LoojRYpn3bpETb+xgxy9+wvv/9ht0nq6noGoha29/P8df287Oxx9GbzSx5tY7Z+z5qtZtpPP0KTLyp3+zW1SziLOH9mvZA9asrHEFh/HILCzm5NuvEw4G0BtNSKLEytyV7OrcpQZmAmadmY8s/giAlok0XkZRw95uWo8NcNMnl1C7cfzPRtAfSeh4BqrLSdLr572YOFXcA314hwZj/08WijoaTvLc9/+D933569RsuCrlPow6kWCs65lRd3k4iiLhmFCk1+PIMVOzIZ/Te3toPtJPda2TpZLAyKvqzK7u8yYMJZOHU1bl2bAbdVqmwdqKTF44qgb5rymfmdr+rr/7OqHWUSedYLEQFUmXnqVJkwZAyyOStK5n+tjjKYSijESBRJ9vAZ2Ad283glmHdWMhokFk5M129AVWerwnaTN2IcgQ7vTSlTVIt1ctWXYFXChRdXLqUJsLWVYIRWX0UQWLXY8UKyeZiqPo/E61epOJyAw6igDMy3PQbW/FszO5EYuUZaLwb9fP6PNNhc9srebjv9zHv/3xpPbYwnwb2/7m2gnLfn76RhM/eaMJUJsp7PnajWSm6DoVZ9uJbr7y+6PjLgc1uuKeNSV84w/H2d+iCn9fvGlhUobPfGZZcQa7zqji4+evrwZga20uvzvQnvAeA4gCrCxNHYq8piyT/4me5UTnCB/eOH9zmRbkWGnuH53EPNE5wpeeuLjM1Qyzfs6yqLbW5vGdbQ0Jf5uttVObqLtU+A724nr6jPqLAEXf2IR4IQ7xK4i0UDSP0RxFgQh6SZgTC+RQdyeCIFK1diPtJ46iKAqCIKAoCl2NDVSv30Q4EKBhz9uA6k6J/1u/603cA/2a46e/vZXWo4fYfO+HWHP7XZM+9/b/eYDjr73CVfd+CIPZwtFXXyYSCvLhf/8emTH3i05vQGcY/4J5PkaLbd67RTpjJXt7//Akfa3NbLjrT8nIy+ezDz5KJBya9muejCXXXM+Sa66/oG0La2o58earDPf24B7oS+hmMlWcsRBtV3cXueVqS94Hb34QX2S0E5pRMmKU1EFvvDvKeF3PWo+pA4eh7onFnqAvgtGafMI3WqzzXkycKnFXX05ZBe7BZKFosONcwr+pMEgioUiUYCSK8bJxFKliuqRT/743fWIJ135wIYd3tHPghRbW/f16nA4D3d8/iGdnB1n3LZp0nwtyrBz7l1u03x+4bzX/cfdyJFGYMZt+ZHAQ5wc/SN6XvwSAYDQS/dxdCNMsk0uTJs2VSdRzvqNIH3s8hB7VDTEqFCWOE3ROE8X/tBkloiDoRYSYi6Dgy+sQRIGeoz28lrGP//zzBzAKBl5469f4fOrEzHBomGjETKZFz5AvTPOAl3BERpIVzHYjkjNDfe5JhCJBTHYd642mGet6FkeQRPK/tBYllOjG9LzTyci2VqLuEJJ95sZRU+G6hbmc/NdbCEfV8/kfj3by988cZ9eZAbbUpHYJxVuXv2dJPp/dWsXdP9nNY/vb+OzW6nGf55e7minJNPPHv96SJEApisI133qdurYh7lhRxJFzw3x8czlfvqUWh+nyugH+2q2L+OzWagRhtDT8tuWFnPiXW4icV3Kol4SkkrI4Y7tqLUiRYzRfqMi2suvM6DjuYKsq8G3/4rXkOUzjbTYhJr04ZxOAn7u+mj/bXK5VlMzk2Gk2UBQF964O9IVWHDeXM/DrkwTb3Zhr393h2pfHXcC7FGlM6dlcZYUMdXbgyMujdMkyfMMuRvp6AXB1dxLwuCmsqaUw5iKy5+RiiwkFcWfR2PK0uhefRac3sOqWOzBZbZP+rL3jboI+L8ff2EE0Eubwtj9SvmI1hdW12jrTFUxMVtu8DyruaqxH0unoOl2PIssULVTfS53BcEGveTaJH1tXYz3uwYEp50WNJS76xd1rADpRh8Pg0H7iIhGgZRSdX3qmNyVecFw9E3dRCfqSHUUAxsvgMzJVuhrr0ekNLFi9Du/QEHI00ZkSf8+HxpSYns/Yrmemy8RRFI0JRaJO/fsKgoDRomfF1hIkncixtzqQMoxY1+XjO9qv3VhNB1EUyJjBwE8lEkF2u9Hl5iI5HEgOB6LRqAbRph1FadKkIZWjyBB7fLT8JDIcAp2AmGIiRNBLiGadJhIBWoZRt7ebTGMmZosF0awjz5pPj1ctPRsKuIiEzdwQKxU51OYiHFUQQzJmuwHJGS89Gx732D2D/VgzsxDFxOuI3mgiNMOOIlDFItGsS/gxLlAFrQtpaDATxMN5M8xqmVeOzcAvdp4dd/146/K/uKaS1WWZXF2dzcO7WwlHU5cjHz3nYn/LEJ+4qgKnxaA9V/zHaTGwstTJoTYXp7pGCEVkNizIvuxEIlCv6xlmPQ6TPkEQsxp1Sa97PJEI1LDxklg51HwtPQOozLXSPRLAF1LHN4fahsh3GKnOsyW93qn+zLVL3GEafe75LBIBBBtdRHp82LYUY6x0gnDpzhvzifn9V3uXExeKTnWNzFjZmWdokBNvvKq1YkYQWHT1dThj5VxD3Z1kFhZrYtCuJx4hq7BY61JVVLNI61YRXwcgt2IBkl7P4VdeZLDjHAoKJ99+naXX3ojFkTGlYytauIjCmloO/PFp+lrP4hka5Oa//MJFvV6jdX67RXwjw7i6u9hw173Uvfw8kWCQguqFl/qwxiW7tAy90cTRV1/G3dfLgljA9XTIjDmKhro6GezsYKSvh4qVa8ZdPzxORpEoCuiMEoIAOSU2XL2+VJtrBP0RDJbkU57Jap1x15mru4v63W9pAcWCKLLs+vdMOc+p+fBBeppGw+TNDgcrbrx10iDzeMC8M68ARZHxuoYSMr3iAtFYke58DLHSszO97gnt7vOFpoN7aTuu2u4lXeLf12w3ULsxn4Z3urE6jehCMjmyQtcjp3AsUmeJBIOIbVMRwhy7p6LD6g1W/IYrjiIICPMkkDVNmjSXlvEdRaNCUXQ4iJRhnLSLUf1gPb6wjzX56vW2x9dDvnU0M6TAWkC/v5+IHGEo4EKJVrJxQRavnOzm8X1thKIyYlDG4jAgOdTMn1SOIldPN/W73qTz9KmUrmODaeYdReNhKLaBJBBqG8G8VD2W6HAQb10vxM+zAlhW5aHLGtPlt20EFDCWz1y2kUkv8dFN5fzw1Ua+u60BY4qcmCcPnktoXX7/lgV86qED/P0zxyjNTM6pfKuxD5tRxwfXp86JAlhT5uS/32hiZ8ydsqY8dUnWu4nVZZmcG/JTMY+ForiI1dLvY0mRg7o2F2vKMme1W9m7GffODkSbHsvKXASdiL7AmtBhUglH8ezpQgmPira6bBOWVXmX4nDnjLRQNI+pyLaiEwXO9nu5duHM1HUeeuk59j37+4THuhrrufur/4SiKAx1dVJcu4Sc0nIy8gs49fbr2nrOgkKySkqRozKZRSVUr9+kLZN0eipXr6dx327aT6g3bXqjibV3vH9ax7fx7g/y7He/yfHXt1NQVTOhgDAVjBZrQoet+Ua8VGjBqnWIkkRH/ckpC2uXAlGUqFy7gYbdb4EgUHgBopbBZMaamcVQVycv//QH9LU289e/emLcrKNQwA+CgM6Y3KY0v8JO8cJMgt4IJ3Z2aKWSKfczkaPIPZJiiwvnnacf58SbOxIeG+7r4eZP//Wk2yqyzAs/+naSwGnPztU6DKYiEg5rAfPxTIixpaCA9l0YmuA7UZOn5ve0DPjYXDW/g/yikTB//OG3iYSCSDodzoLk3K2VN5Vxen8P+55Xwy5XWyTK2t2MtI/OFEl2w5xf7OM3WKmEIkiHWadJk0Z1DgkGETGWJSOYdSAKmtMIYkKRY/I23t/Z/x3qB+vZfu92LHoLPd4eCqyjuX75lnyiSpR+fz8joWGUqIVch5H3LM7n6UMdCIAQkjHb9Qg6HaLDkVIo2v/c7zn66ssArL3j7qTlepMJTyxLb7YR9BL6QivBMc6A4Zea8R3uS1gv1OYm5xNLAVAiMgO/OQWKQuHXNiS4sS6Wj24q5+E9rfz49TMpl4sCfP32Ndo4ZuvCPFaUZPDEgfHLxb9wQzX2CRxCq8syicoKv32nlYJYN693O7cszedE5zBlWTPTJGY2GNttNc9hpG3Qx0c3zd9MpcsZORAh2DiEfWup9n03lNnxHe5DkRUEUcDzTjfDLzYnbGescaaFojSXjs1V2TR88zYURdHcRRdLZ2M9BVU1fOjfvgvAnqce552nHmOw8xwGs4VwwE9mYRGiJHH/D3+e0FJaEAQEUUQUJT71g58l7fvOL/3dqFNpzPrToWrtBv7mt8+AorowLlY5N1qt87qsqKuxHkEUya+qpmTJskt9OFPivV/4Crd//ssgkGQpnyqZhUWcrduHPybQ9LW1kL+gKuW6Ib8fg8mU8rPw/i+qQuKxN84RCcl4XSFsmckD5kg4SjQiY0zhKDJarAz3dF3Q6xiPztP1VK3byPu+9HUAXv3FTzj11utsue9jkwqBg50dBL1ebv7LL7D0uhuJRiP88v98moMvPjuhUNTb3KQFzMdLAscGWstyFFd3JzqDEf/IMAGvJ6HDYJz3ry7mjhWq4DJT553Zoq+1hUgoyHu/8BUWbt6S8vOYVWjl0z+8TjuXdTUN8+z3D3HtfQtZenURnf+6h1Cbe+6FookcRemuZ2nSpEEtPYuXm4E6rhJt+kRH0UgIY9nkAf0twy2MhEZ4ruk57lt0Hz2+HlbmrtSWx0Wjs8NniSoRlKiFHKuR731gJd++dwV+d4iHv7Ybi0M9HsnpTCkUDXV2ULhwEff987dSTgDpjCbNmT4XGMscePd3o0QVZG8I39F+bFcVkfHeSgBGdrTifq2dcJ8Pfa4F39E+ZLcqxPmO9GFdO3OdmnJsRg78/U3I4+TQCYKQcN0VRYFnP3c10QlcprpJ8ktXxUKdO4cD3L58as1grnTuWFHEHSuKLvVhTEhFjipiNfd7tC5la8pmppFGmkRC7W7VQVg5Oj43lDnw7u0m0udDl2vBs7sDQ4WD3L9YMbrh/B4izwjpjKJ5jiQK6KSLF0wA5GiU7qZGChcuQpQkREli1c23I+l01L34HK5YWUo8Q0YQRW09UZImFX0EQZjW+uMhirHtZ+A1m+Z56VlXYz255QvQGy8smO5SoP2dL1AkAvUz5nePoNOrA86u8zrsjSUc8CeVnZ2PM1+9oA6PU34W9Kk13qkcRSarlcAMfkb87hGGujooWrhY+y6svf0uIuEQR7e/NOn2nY1quHlRrbq93mBk1S130HbsMH1tLeNuF3enFdbUYou5iDxjAq3d/X1EIxHKlqkXOdcEOUU6SZyx885sEu/MWFS7ZMLPoyAKiJKIKIkU1TjJKbNz5PVzIAnoS+xqmcEcozmKMhKFQ0UQtJLFNGnSvLuJesJauVkcyabXMooUWVEdRc6JHUW+sI9ev5o5+cipR/CFfbiCriRHEcDpwdPqvqMWcuwGBEEdh4Zi11FzLBRayshILRR1dZBVWDyuS1hvNGol5XOBocyOEpYJd3vx7OkCRcF2dRGCJCBIArbNRSAJeHZ1oigKnp0d6PLM6PIseGJO5ZlEjI3rU/2kmpyJv//j/UxGptWgtYpfXZoWGi4XLAYdhRkmmvt9HGobQicKLCuevxUHlzOh1hEQwFA6KrgbYuJ7qM2N/8QA0aEg9i3F2nlDkAQt7+1KJu0oukQoskzdS8/hHXZhstpYf+c9FyysTJW+thYiwaAWPA1gdWayaMtWTry1Q+uSFM+QuRIwWmyEA37kaHTabdynQsuROtpOTNyWdCK6Gk+zdOuNM3hElweZBepnbOUt7+XU26/T1VjPqlvem3LdkN+PfopCkavXR3Ft8kAo5FcHuKkyiowWKwGPm7cefYiKFaspW7YyaZ3p0HVGFWzGfs+yS8qoWLmGQ9v+mBDiWbN+s9Y5UNu+sQGT1UZWTLAFWHHTrbzz1OO8+uBPKF60hEVXXUteReV529Vjz1YD5hVFQWc0JjiK4vlElWs2cLZuP0NdHYSDAZqP1Gnr6I1G1t15D3rD5GUM5zPYeU7NPwOq1m6kuHbxtPcxXboa67FlZePImXppriAIrLyxlFd/dZLXH6mnMBTF3uVFCUcR5qhpAEB0KCYUZZ6XFyGI6YyiNFcUcjCKr64H64YChDno3no+vkO9hMd0xZQyjFg3F05LCI8MBgi1jmBZPbvOw6g3jGdXB8Q6ZYW7vRjKEnNyRJuBUKeH4ZeaUSIyRBWkjInP2W3uNgBuLLuRHW07+Idd/wCQlFEE8ELzC7GDsZBtHd2vf0R12VjsYxxFQ0MJzxMK+PEMDWoTjqkwmMyEU4RZ9zQ3aR11U1FYvZCaDVeNu3zc54u9fyPbWwm1jWBanI0ue3RMES899h3sAUUh3OnFeXc1COB6+gyuZ84gnjfJZFyYianq8sn6WV2Wydl+bzqf6DKjItvKO2cH0EsCS4scc9bY6N1GqN2NLs+COKZJji7HjGDW4dnbhRKKImUaMS2Z33EMs0FaKLpENB85yBsPP4goScjRKMW1SyhetGRWnzPu2hgbQg2w/s57aDqwl9ajh8gpLcc+jZuu+Y7Rqs6iBH1ezPaZCyWM8+qD/81IXx/iBXYSECUdVWs2zPBRzX9Kl64gs7CINbfdyXBPF52NEziKggEM5omFIpvTiKQXcfVM5ihKruMvqFqIpNez/7mnaDl8kI99+4FpvJJkuk7HygkrE9vZbnz/B3jm2/9C3YvPAiBHopzZt4dPfv+nCSJx1+l6CmpqEx4z2+ysfe9dHPjjM3SePkXbscN85D9+kHCj09lYT2GsK50gCNizcnAPDmjL4wHWFSvXIAgi/efaePO3v8LnciHqJBRZQY5GyKuopGrtxmm/7r3PPMHJt14DQeDcyWN8+Jvfm/Y+pktXY32S0DYVqtfmcWh7G6f39TCEwkabjlCHB2PF3M3WTZRRJKZLz9JcQfgO9eJ6tgnBIM1oGc9UUKIyg0+eBhQ1AEYBogr6Iuu0vu/uN9rx7utGl2/BUJRcsjtT+I/24X6tHSRBK2swViSOXYwLHATPunDvUs/pgknCUDJx6VnLSAsAf7HiL+jwdPBm+5s4DA6WZI2OOx0GB4uzFtPkasIg2IBireQFwBcrxzKPKT0LNSdmdri61TJuZ8H4E46qoyix9ExRFF752Y/oa21OOZ6So1EMJjPV6zZNe1JVyjRiKLUTODOEIInYt5YkrWO/tpjAqQG8B3vQ5ZqxrM5DEMCzswNvXU/iylEFb10vhV9dP6P5RbPJbcsKONU1wtKitCPlcuK62ly+v111+N23IZ1PNBsoskKwzY1lWWIXZ0EQsKzIwXuwB0EQcL6v6l3hIDqftFB0iTj4wrPYsrL58De/x88/+wm6GutnXyhqrMeS4cSRmzgjll1Sxud+8disPvelwmiJCUXemReKvK4hhnt7uO6jn2LdnffM6L6vdAqqavjUD38OqMLlmf3v4BsZTpnfozqKJi7NE0SBjFwzrt7UdnZNKErhKKrZeBX/Z+NVvP7r/+XojpdRZPmi3H2djQ3kli1IOuaSJcv464ee1H4/tfMNXnzguzQfPqhlDwV9PvrPtVGz8eqk/W6572Nsue9jHNn+Iq8++BM66k9QsljNtfIMDuDu72Pt7Xdp69uzs/GMdRR1d6I3mXHk5uHIzeXo9pcIeD3c87V/ZsHqdXgGB/ifz3wc98BA0nNPha7GBqrWbSSzsJhDLz1HJBxGp5+9Frzx79/Km1M70SZC0onc9w+qQPvC9w5Cn49A68jcC0U6HaL1vK4rgoigRObsONKkmW3inWM8OzuwrMmb05LWyFAQZIXMexdiXZePHIrS/Z/78LzdMa3ve7xNsmdnB1kfmL44PVUi/X4Eg0jRv1w17vvkuL4Mx/XTu2lsHW4FoDKjkifvfDLlOoIg8MSdTwDwud/WccqcWJLrH1HL3RIcReeVnsUnJCZypuuNJuRohGgkjKRTrxHnTh2nt6WJ93z686y48dakbY6/8SrbfvpDBjvPkV0yvdcuCAJ5n1s14Tr6fCtF/7g56fGCL61LeizQMEj/r07gO9qHdc3cCp8Xyk1L8rlpyeVxrGlG+avrqvir61Lnd6aZGSIDfhR/RCs1G0vm3TVk3l1zCY5q/nB5SOFXGH1tLbQdO8yqW+7Anp1DRl7+hI6KmaKzsZ6ihYvmfe7ITGKyqTN/wVkItNYyYRbOfonNlUy8RCv+fp5PaAoZRQDOPMv4GUV+dYCbSiiKk1lYTCQYvKhuLLIcpftMg+bsmYiFm7Zgy8rm4At/0B7rPnMaFIWiCbZfcu0NmGx2Dr7wrPbYaD7R6Ha2rJyk0rPMgiJ1ZqSgiIDXQ1ZRidZZ0OJ0IkpSQq7RVInnMhXWLKKoZhHRSITe5qZp72c6xF9zUc3k7/VELL25HG9UYejI9F/3xRB1uZCczuTzsSggpjOK0lxBhNrcCAaRcJeX4NnhOX3uSL86eaDLVa8hokHCuqEQ/8kBIoNTa9EuByOEe7wIBhHfkT6i7tDkG13E8eqyzTM+Tmtzt5Fvycesm1rHqz5PkBxbYjmbzx1CFAXtOio5M5A9HpTwaLB2vMQ5cyJHUex6PtZVdPCFZzHbHSy+5vqU28SviZ0T5BnOFcaFmejyzLOSX5QmTZq5JdSqTgIYyme+6uRKIO0omgN6W85y7LVt2u/dTY3oDEZW3KTOmhTWLOLcqeOz9vyHt71Af3srru4ult9wy6w9z3wk7igKeDwzvu+uxnpESTdut640UyO/shpBFNn3hydpOXIwaflwb/eEeQdxnPlmWo71I0dlxFgORiQcZf8LLfTEbk4MKcKs48RnQIe6OhNayp9PyO9jz1OPEwkld20JBwKE/H6KplAOJel0rLrlDnY+9mte+fkDSDodfa0tABRULxx3O73RxIqbbmXfs7/n1Qf/G0EU6Wk6g6TTkTfms2jPzsEzNMCOX/4UUEWo8uWrYq+1mNajh1hz+12ae0oUJayZWQni0lQZzWWq1f5WXY0NEwpe0yUaifDO048T8KgX9Z7mJkRJIq/y4r5/5UuzqdOLGDo9nPjOAWzLsim/bcFMHPKERIeHk4KsARBEUKLc9diX+ciyu/nA8i2zfixp5p5Qu1srabEsz8FY6SQ6EsL9ZjuKrGAotV82boWJiHrDRPr92G8oxbu3i+Hnm/AvSO3kMRTZsK6f2a5MmlCUMyqQ2DYX4n7rHINPNKAvtKbczlSTiTmWRxFq94ACjlsqGH7+LJ53ush4T3nSNr5j/QTPJoc7xzEvzcFUPXFGTKTfj7545kvbWkZaKHeMHrM/FOW/djTiC426F7dU53DzUvX9H/AEqS1InGH3u0OY7Hqt/CJeNhsdHkaXo14zh7o6sGVlT+gC1ptUASocDGCy2Rjq7qTp4F423f2BcfPxMguKMFltdDXWs/yGm6f78mcUQRCwXV2M65kzDD15GsGolsrp8yxqMPZlghyK4t7RhhyKonOasF1bjCAIuHd2EBnwIxgkHDeWIRrSuThpLm+CZ13I/ijmpaMZQ+E+H949XQRbhhFMOo7XvcZgZ3vK7QVBZOV7bie7pJS+thaOvvoyoJBVXMrqW+6Yo1dxaUgLRXOAe6CP+t2JAX3r7rwHs029CBfWLKJ+15u4B/onvEG9EPrbW9nxy59iMJuxZedQuTrZRnslY7TGHUWzIRQ1kLegEp3BMPnKacZFbzJRu/kaWo4eYjBmWx+LIEqULFo66X5yyxzIUYW2k4NULFe/R/W7u6h7uRWjVUdumR2zbfxSqFGhqEPrDJaK5sN1HHj+aYxWK0KKTlsZefmULZ/Y5h5nxU23cvKt12jct0d7rHr95pRt68ey+tY7Of3OThre2aU9VnvVtQmlXiVLlnPstVe0c48gCCyIff8XrF5Lb8tZllybOHtrP8+FNFW6GhsQBJGCqoXoTSbsObl0NdYDd0267VRp2PM27zz1uPrexMSt2s3XXFDw9lgEUcC5oQB5Txe2fh/BN/0wF0JRzFF0Pg6jk6DbQ1PwVX54sDMtFF2BKIrC0NONhHt9IEDg9BAFX17HyOtteN/pQtCJ+A70YFmZhyBd3g7g0DlV2DVWORGtetyvteE/0pe0nhJR8L7ThbHKiS5r5rqARvr9CCYd4hg3qZRhxHZVEb66HiIpXKhKWMZ3uI8AMIXzAAAgAElEQVTCv9uAaJAItaslWNbVeQQbXXjf6cKxtRRBP2rKl/0Rhp5sAIWEx7XlIZnAqUEKvrJ+3L+pEpWJDAUwr5j5nMjWkVZuLh8VWB7b18bP3mzCadEjAP5wlGcOdfBOdQ5Wo45+T4irz3MU+UdCWByj4x0pI7VQNNnETrzLazzQ+tBLzyOK0oRlxIIoUlhTO67zeK6xrsnDu7eLQL3qQFaiCkowinFBBvqC1OLjfMO7rxv3m+cQjBJKMIqhzI6gExn+41kEg4QSimIotGJZNbsB7mnSzDauF5uJ9PjUc7pFHScPv9RCoH4A0aTDtCKL13717+iMRnQpxpQhnxdXTxf3fO2feePXP+fcqRMYLFbKlixPC0VpLp6qtRv53IOPjrs87j7oPF1P7eaZvSmoe+k5dHoD9//owZT5L1c6mqNoBtufgxqs2NV0+pLPbF0pvPcLX7nofSxYlYPVaeTIjnYqluegyApHXjtHXrmde7+2blIrvz0rB53ewFD3+G3jYTSD4dM/eWhKJXETYbbZ+eT3fzrt7WyZWdz/X/874ToVK1bzmZ8/knJZ5er1VK5en7zf7Bz6WqZfMtZ5up6c8gptFrmwZtGMltMqisLBF/5AVlEJn/jeT2a8Q2TV+6vh/dXU//wYtrMuvL1erHmzO9iPulzoS0uTHl9VvJDekES5oZa2wB4i0Si6WejYmObSETw7TLjLi/OeakSTjsFH6/HV9ari0Oo8TLWZDD7WoHa8mgV3yVyitR0usWOqcmK/OrWIEHEF6f72Pjx7OnG+tzLlOhdCpN+PLje5lMt5RyXOO1I/T7BlmL6fHcV3sAfb5iJCrW50uWZEix7blmL6HzyG73BvgvvJu78bJSST94XVKcOu/Sf6GfjNKfwn+rGMIwRFBgMgJ7qfZgJXwMVwcFhzFEVlhV/tbmZteSZPfUbtIlbXNsQ9P9nNkwfa+fDGcob94YSOZwA+dxizfYxQFHcUjckpGuruYuEknclGS88CBLwejr++nUVXXYMtM2vC7QprFtF85FGCPq82trtUCHqJ/C+s0X6XfWG6/t8+3Ds7yLp3fEfwfEGRFTy7OzGUO8i5fxnd/6keu6ATEYwShV9dT9f/20eo3Z0WitJc1ijhKOFOL8gK3v092K8rITLgJ3BqAPvWUjJuqaC35Sz8Dm79zBdT3ofvfvJR9vz+URr2vE3b8aNc8+FPsOGuey/Bq5l70hlF84DcigXo9IbYDPzM4RsZ5tRbr7Pk2hvelSIRgGlM17OZpL+9lUgwmNRBLs2lQ5JElm8t5lz9EAMdHlpPDODq8bHyxtIp5T0IooizsEgTgsbD1d2JLSv7okWi+Yg9Kxv3wMC0chfiuUxjy+2Kampx9/fhGbywYOzz6Th1gt7mpoRSudnAVpsJQH9d76w9RxzVUZR8XhZFEVmOsjJ3BUh+draemvVjSTO3eHZ2IFp1WFfnYV6ag+Q0MvRMI0pYxralGEOpmpUQd7JczoTa3egLrIjGicVOndOIeXku3n3dyMGZC3OP9PvRZ0/PoWQod6AvseHZ1YkiK4TaR7QW68Yq1THiHpNPo0TVm25jZca4HdFMi7ORskx4do5/fUlVJjcTtLrVIOu4ULT9ZA/tg37u3zLqnFxTlsnqMie/2t1Cv0ctq86xJ7ql/SMhLcgakoUiv8dNwD0yYZA1qF3PQBWKjr/2CuFggDXvff+kr6OwphYUhe4zjZOuO9eIFj2WNXn4DvcS9cxehtVMETg5QHQwgG1LsZbbFTg5gP9YP9b1BYgWPfoSG8FYiHuaNJcroQ4PyAqCUcKzu1M9X+/qBFHAtrkQGJOtNs65a9XNtyPp9bz04++hMxpTBu5fqaQdRfMASacnr7Kahj1va/kbok7HpnvuwzGNVvXhUJC3H32IkE+1Ug/39hAJh1hz+8yVf1xu6E1mBEEkeAGOot6Ws9S99BykuGke7lWzJS42SDfNzLL0mmIOvNjCqw+dJBKSsTqNVK2d+mxYZmER/e1tE64z2NUxYVDn5Yw9O5dIKEjA69FKYydj8Fw7Ib8/QTSN/3/bz/4LqzPzoo+ru6kRk82eVCo30+StyaP7xbN4G10wi+MARVG00jMlqjC8rQU5dnNR6qpCDvnQ1bVSoDPxStNedB4vT//mByArhLJLMFZ/jA9tKGVdxcQz8LONoijsfuIR3AP96E1mrvnwx+dUQG05fJD63W8BsOyGm6dUojpbeOt6CJ4ZP59GQ4FA/SD260sR9Kp4YruqiOEXmzWhQVEURLteDdncNMsHPkt4D/YQbHIRahnBsmZq52D7lmL8R/oY+M0pJMfkJd2izUDGLRUIkpqrEu4cLTGXHAbsN5QRHQ5OW3gRBAH7lmIGH29g4NcnkL2jHXEEQcC2pZih359m8JFTCEYJ2Rch6grifN/4eWmCKGC7uojh588y8Ogpra26vsiGfYvqsppJoeiRk49walAVmbu8asv6lv1G/vMXu+j3BllhM3PzknwGOjwc3tEOssJ9+dl8dX8Tf/O7wwDY/Qo7Hj4FsjoG8g4H0RvDvPrgfxMJhYh6fbhLc2l85XkMDUcJeNX3P7NoaqVnQb+Xupefp2TJsillPRbW1IIgsPN3D3Nq5+sAWDKcbLnvY4jzwHVp21KMd283A4+cmlL5pGjWkXHrAgS9iPdAN5LTiKn64q+XE+E/OYD/eD/B1hGkTKOW2RLP7UJRsF2ljm+MZQ5VEA3L+E8OEGhIbvShy7XguD7ZGTsfCPf5cL95Tvv8IghYNxZgLBsNLfYf78d/cmYmtK4UTLWZWFYmn7N9x/oQRAHz0hxkX5jhbS0oYXnCfekLrNivLdF+j46EGHm1FSUy8XZxLGvyUn4nPLs6CHV4EHQijhvLkDLGjyCId6x0vreSoacbGfjNSYJnXVhW5CI51O20bo3jjO0tGU4Wb9nK8de3s/KGW7RGSe8G0kLRPGHpdTew95knaD95DICRvl4cOXlsuueDU97HiTd2cOil57Fn52phgytuupXskvl5Ep8LBEHAaLVeUEbRm795kM6GeiwpckQAFqxehyM3bcmdT5isetbeVsHJtztBgA13LkCSpu5AySwoounAPuRodNyB51BX56TW+ssVe7Y6aPQM9E9ZKDq18w0EQaR06XLtsbwFVRQvWsJg5zkGO8/NyLFtvvfD2g3GbGGwG/BJIvT5Z/V5lEAAJRRCynDiP96P561z6o2xKJARymZlxnVsa/g1VynZHCg4QmDbKxSe8xDSKRg66nnUewCXL8QvPnFphaLWo4d45+nfYc3Mwjs0iDO/gLVTcAbMBHI0yiv/+2OCXg+KrNDT3MTHvv3AJenqGfWGcT1zBnTipM4ZUAfPY0NvrRsK8J8awBELSBYEAUOpg1D75TmbH/WEGHqmEdEgIToMmJdPbcLLUGrHsjqPYPOwJpqMi6wQHQlhKLWhz7cy/MeziFY9gl5EkRXkkRCCUQfKaMez6WBenoNxfzfhHh+6PAum2tGbFcuqXLwHu9WZ6hjGhZmYFk38fbSuy8d/uE+7cVHCMr66Xky1mehzLUT6/YgWHZJ1/Cy9qeANe/nOge9gN9ix6lRX9ZqsdfS/5MOgQCkCCy0mdJLI7qeb6GgYQmcQkaMK1y3O5syQj4X5Nvz7++ls82guIlumEe/gPk69/RKO3DwUWSFiM+Pq7kTyqu63nLIKCqsnbuZgiJUodzacwt3fxzX3fWxKr8tosbL46uvoaDiJb9iFHI3iGRygoKqGhZsufZabPteCdVMhgfpBoq7kZhcJKKgiZr4F08Ishp4+g+Q0UvB/12nj95lGCcsMPdWIEpERLTocN1eMBpNnGLFvLUGJKJrIZSizQ1Qh2DzM0NONIAiIptHzmxKRket6MdU4MZRMbbwwl4xsa8F/ahAp9vmVvWHCvT7yPrsSQRBQwlGGnm5EkRVEU/p2GEAORPGfGMBUm5XwnsiBCEO/bwRRoLAmE/fODrz7uicUaJRI7Py2MFPL7XK/0Y53/8Tbac/pixBqHSH/y4nfiXC/H9cfzyJa9Mj+MEgCmXdVj7ufUNsIUpYJy7p8/Cf6CXd7tc97nKmE8K9/370MnGtj/Z13T3rsVxLpb8Y8YcWNtyZY2X71pc9MqxRNkWXqXnyWguqFfPib37skg+X5itFqnbajqLfl7LuuDvVKYd1tFay7reKCts0sLEaORhjp68VZUJi0fKrW+ssVW5YaSOoe6Ce3fPJA53AgwNFXX6Z6/SYcOaOiqU6v575/+fasHedsEs00Ye33EY3ISLrZKXOLl2pIzgw8OzvQ5ZjJ/9JaBFEgOhyk61v7uXHTJ3l6x7cwnTlBwTkTXRWZ/OVffYXnvvp1rmUnb7eXoSjKJT3XH3zxWazOTP7ix7/gyX/7B+peep7Vt92JmCLkfaZp3Lcbd38fd33lGwTcI2z72X/RdvzI/2/vvuPjqM6Fj/+erZJ21SXLltzkbuOGqcGmdxPKvbRAKOFeShISSOBNIe2mQF7u5UJ4QwJJSCABQ4CEgAFTDJhijA0u2Ma9V/Uu7Wr7ef+YlayykleWbEnm+X4+85E0c3b27O6j2Zkz5zyndWa/I8n3aRkmHKPg9pmHlMjWluJgyG0z2q1zj0q3hof4wr1uODjSfJ+UQcSQf8cMnEPSevTYnKsPPmMkWDlWyh5cQdPi/dZ77rBR8N1Z2L0uTNRQ9j/LaVxk9Q515Pa8oUjsNvJvSTypgThsnT6vZNjcDobcfiA+o40hSu//lKYlJWRfNs7Kp3QIde1ofdV6YibG/afez5wiqwHlqWfX0RirYNxVYxgmdhY/v5WNH5eyZ301J15czOhpebzw6+V8d1whM88ZSdW+Rp6/dzlf+rexzDrfasAMh4I8/s3fMfb4k7jsez/FGMOm6TPI/dp5DLn77qTr13IxtvvzNQAUTU6+J+Dcb/+f1t9jsShPfOc2Vi6YPyAaigCyL+v6grUtYwwVj3xG00clRKoCVsNnTYDAhmpSp/btpDYt/KsriPnC5N08LeHse5nnjW73d8twy7pXtmOCUYZ8a2a7BqFYINKalyn3KwOrd32kJkDz+mrSTx9O5gXWuUzT0hLq5m8ntKcR96gMfKsqiPkj5N86HfeYL2Z6jo5C+xqp+N1qfCvKW3s6AviWl2OCUev3ZaX4lpWSMjmXvBumdLmvjnm7YoEIvhXlpM0cktRx3r+2kppnNxHYVNM6AyVYvYmwCQXfmUX9m7vwrygn89xRrUmq2zLGENzTiLs4E7EJeTdNTfhctWUlB03Cn1NYxLX3PnjQeh9tkjoLFpERIvJPEakXkQYR+ZeIjEzysSki8oCIlIpIs4gsFZHTelfto1/L7A7J5grZuXoltaX7rRwe2kjUTorH2+McRatef+ULNw5V0fpF0VWeorr4OOasg3yhDFYtsy4mO/PZhsWLCPiamHXR0TO8NWVUOg4RatYfvu7oLQ1FRnII7W3EO7uw3Z3dtOl5uPbbMR4vJ29MwWZg7hW3MnH0DIJj0inYXU5DUy27qzvP2HSkVO/by67VK5l53kXYHU6Ou+hSGirL2bZ82RF5/pULXiarYBhjZ53ApNmnk5aZxarX5x+R527LRGI0LS3BPT6rT2c7OpCnaHD1Kmp9PyZk97iRqCfEJnhPKSS0pxHfinI8xw7B7rV6Dojd2tYyLKKvc/70FXu6i7SZQ/CvLCfmD1sNRX1Q1zWVVgPMtDyrl2csFmP/JxXUu+HcM0Yy6UvDcKU6eH/eJuwOG1NPKyJ/ZDqF47NYu2gfsWiMNe/uxeGyMWXOgZsiGxe/T3NjA8fF0xmICPbMTKJ19T2qX0vP0PKd2/Bk55Cee2izvNlsdmZdeAklWzZSum1gzIaWrJYhjJEKP00f7SdlipXDqrGbHFa9YYyhaYnVqOoem1yjiD3dhT3bTaSqGdfojE69hmwpDjwnDKV5bRXR+oP0oDrCmj4usYaatem5mTarAElx0BTPL9a0ZD/OIi+u4oxu9vTF4hqejmt0hpXLJz5kz0p8vh/XaCt3W/2bu4j5I6TP6f6GqS3NSdpxBa15u3yflmFCUbxzkjt/Tj0mD3umu11et5g/bE36MHMI9nQX3tnWcd63vCzhPqL1IWINIdwju+/xVltactSmlOitg/YoEpE0YBEQBG4EDHAv8J6ITDfGHOwK/C/ARcD3gB3A7cBbIvIlY8zq3lT+aFY4fhLr33+HuvLSboN36/KlbFz8HhU7t+PNyWXCSbOPYC0HB3eah0BT90PPNix+j23LD0xRvmPlp0xNYhxq7Qsv4PtoCdht5N16KymTJ/dJnVVyqv7wRwIbNiBOJ0PuvgtnYe8O9C09hZa8MI/P31sIQFbBME699muISOuMaEdrjyJPVjYiNppqum8o+nzRQnauXkHJ5o0UjBlP0cSu7yoNNtnT8/GvqqDqhc1UzE8wA5xAVkEaKWntvz5Tp+UlHNffVv2uevbN24QJBImefT81n7lw2oSPV1cRW1uN2+Pk1KvG451ThH91JecOvw5/bRkBtzB9Ux7VmzZw+bCbqWvahbf+U9787ecUZrW/sBSEGefNZeTUAz0e/ufJB/A11vOLO+5NWK9YLMbDD9+Bv7L7z90udibkTMBpc1JbWoLd6eSD3K288P5dEDMUpDt56fEHCL/8SLf76c4wzzDy07q/cIxGIpRu3czwS8/k7g+tHgYnnTyNHW8tZv7/3tfl0I3UsIeh/hGA0OCqpTq1/cllRn4Bp1/3H51utuz/6HNq3t6WcJ+OmIP0cBbrZRUND73ablttoJa6YD3FmaO7fT2JFBZPZKhtCA1v7sK/ooxQc4DqfXswJL555HA6yR9V3O2NIve4bLwnDyMWiFi9BELRTmWikQiVu3cSix3IIeHNyiEjP7mL+Zg/Qqwp3O5udIs3P/g7K97sujEva9RIvvX15Hsieo4voGHhbkwwirfDRYvnhAIa3t2NuOwse/V5qvbubre93FdO1EQp8hYxa+6lFE2aQtn2rSx/5UWM6Zw/oz5Yz3YppeEk68525tIqxtqGk+E6cAFS0lSCXewUeApa19UEatnXuBeASbPP4Iovf73dfr2zC/GvLKfqr+uJ1oeotdfy2I+vxcQS5/CIptipnzME7O0/53BlKtmfT+akwmlUVaZwRel5PLrmVUzqSEzEkBUE59hSXnv4fgRh+MRZ7FjtZNSUCO/8+SGMiZGZO5GSrdm8+sgaSrbVMXJKhLf/9GDr+1GyZRP5I0YwfNdTMOYnkJpl9YpcvJh9d9wJgM3joeDHP8IeP3cykQjl9/83kYoDEwQ4Joy3fjGGYeMm9urm5tQzzmHJ8/N48/e/IXdEUvevD4nT5eaMr92a9JDsZKRNz6f+jZ3EGsOkn1ZEaF8T9a/toOpv6xF7397wNeEY4TI/2VeM79H77RqZQXNtJd4uZiv0nlJI05L9VD21AUd24uFEqTPySWsz/DSwrRbfstKevYAeCmypJXVaHo42Q5xsbjuek4bS9OE+qp5cT6SimeyrJujN9Q7S5xRRPW8jVU+sw5ZiJxaIEq0NknXRGEwkRs1zm3EO8+AqPniDo3d2Ib5lpdbxrTaAqzgj6Zk8Wxr869/YSdVTGxCblePIhGN4Z1vHe1ehF/eYTBo/2Jfwpkq0KWyVG9l1Y+DRPlKgt5IZenYLMAaYaIzZBiAia4GtwG3AQ109UERmANcC/2GMeTK+7gNgPfBL4JJe1f4oNmyC1Y2zdMumLhuKopEw7/7lMaKRCN6sbE658nLsDh1N2JHb48FXV9vl9lCzn3f/8hgOl4vUdOtgkj+q+KDjUCM1NZTfex+2zAxiTT5iTT5GPv6nPq276lpgyxYqH34YR+EwIhWV2NK9DPv5z3u1z9SMTCacNJvq/Xup2b+PSCjI1k8+ZvSM4xg5dTq1pfsRsZFVMPTgOxuEbHY7npwcGqu77k3T3NjAoif/iDstjbSMTOZcfd1RdaKVNSGL0jQnjuYItubOsy/FojH8wSj2NjMpxZrCBHfUkzI5F5ur62FX+17YSnpjkGYMjhQv0Rjsc9qormzGxAy1ZX6GjErnmFOL8Jw4FLa7MM1hcjOyCMfzJmWbbJwew1mRfF4vm0+Kr/2Y+qaaaqr37+XG//09IkJVfS3hd9/DExHWXrSJ6WM7DxF4b9nLmE92YTwG4+j6swxEQ+yuj5KTYuViGXrOydy3ex4j0kfgtrtpnB5jxLooVPc8JxxANBZlb1UD9oyD350ePmUqf2YBgbIw0ViU3Wm5XD5hUrezFs60n06GZBMhTEYgi101awljJRGPhEPW//r0Yxk9Y1a7x9Ut2IE3mkFQEvfgKjd72FX1eaf1exr3EooGSamP4rYfPCdDi2Czn62fLuWrl9yLKY8QrmymqboKaTY4En3HG2sYk0+qu5w2POaP0LyxhtSpufiWl+NfVYFjSBp0+Lj99XXQEMXptLrxx6IxmptqSYmlJT3jYOr0PNzj2w9ticVifDrvGZz+GGFP5/3YQobgjg2sOWMpMyZ9KannsbkdZF4wmkh1AGdB+9dtS3OScd5oGkrKWfrPv5ORP6S1J0sMw976nRgMoXAZDdWVXHvvg3z4zJOUbduSMPdgSd0+0pti7Mytxx6BojVR9qY3MCzTuoCOmij7G3Zhw4YjM4TE39g9jXuIxCKkBG1sfuEVms+5ntSUA3V1FXrxnDyM4M56nIUeXlvzNM4d9QTSO/8fSgy8jbA/s4nK4vbv4fjPziO3No/twTKMrwFv9WZi9moiudcjItR5Y2RufJV9djvRcIiM/DKGT7qRxop/ULlrK67UVILNKxlz/PdoqguRV+Slbt8LVO/f1TqpSmp6BnMmO5Dlj4O3AE7/HhkXXkjjm28S2rkDYwyhbdtxjxtL7n/+JwCN77xL7bx5uEaNQlxOoj4f4YULYeY4MIbCCb0bsuRKTWP21dex9p03qdnfN/nwEqnet4fMgmGccuW1fbZPcdjIvKCY0K4Ga6a9oR4CG6qJ1AT67Dnaco/POujNjI48xxWAMa1Jrzty5KSQftpwmjfVtH5HtRVrChHc2UDqpNzW/GF187cTbQwllafmUHWVZDt9diGhnfVE64O4J2STNv3QerMdzVKm5JIyOYdITYBovO0lZXIOKVNyrVj4vArPScOSOu9z5qfhnVNEYGst9gw3mfE8fMnynDiU5k3VRKoPxJbnpKHtZpfMOHcUda9sTxh/YOWPcxZ23dv3aB8p0FvJtCpcAixraSQCMMbsFJElwKV001AUf2wYeL7NYyMi8hzwQxFxG2MGVn/FASJ3+AhcqamUbN3MlNPOSlhm88eL8dXW8O/3/ILimccd4RoOHu40L0Ff1xcu695/h1Cznyt+8quDJmFsq+755zGhEKOefJKGhQup+u0jBLdvxz324LN3qN6reeopJCWF4hdfpOLBB6l/eT75d96JI/vQZw0RES6+657Wv62cDDex8vWXrYaikv1kDBmC3TG4cob0RHpOLo3d9Cha+86bREJBvnrfg+SNHH3kKnaE2Gw2jvlZ11NNrXprN0tf2s7VX59B3nDrZCW4s57KP67Fv6oC78mdc1sB+Cv8eKv9NGanUDh6B2U//wVjP/iAiQXWibsxhhd+vZw17+5lypxCsv99PNnA8AT7WrJwIaMW5VA28Uy+f/f17bat/+Bd3nz0N+z+fDWjpx/Lb//6AJlh66Ly6Xm/4YH/+mOn/X38yvM4nDHufORZMjyJk/cDfOOdb/BR9UYWXvEULruLmxfeTEF9AfMvm4/T1vv/iff2vMcd793BA6ffwQWjux/2++r2Vyn7aAGPnv0odcE6fvTRjxj59R+05mTpKFzhp/yhlWScO4rUqbmU/2YVF8+9i4yzrV4IkXCYx2+/iZWvz2/XUFTy8ToyTQ6N431MvuXiLutzHF9t9/fSkqU8+PatAFw85nh+feqvk3oPAHx1tTx++02sD3zM2d/9Bo3VVfz927/k2Au+zBk33NKpvInFeOK7t5Hqz+DaHyfOoRCu9FP+4EqalpTgW1mOe1wW+TdPa1cmEgrxp9tvYti4CfzbD/4LgPId25h3z3c446ybe5Wo/PVF8/A0wNArz+arV3TOZ7OvfCfPfudbvPHPx5nxk+QaioB2ScE7Sp9TxIe/fRZXaio3/M/vcKdZQ+Ge2/QcL33yEQC3Ri6ibOE61rz9BnvXr+W0r97ECZdc3m4/ayvX8vCr13HDh+P49/pZhINB9ng38tzszfzjsgeYkD2Bx1Y/xstrPgbgpyffxFUTr2qNgV/N/hWuvT42/uHv/OOV33PDVd9vt/+WvDZ7S7fRcNcWzLSh/OxHf+n0eowx/PXub3JqqYvr7ny49UJt49Ya3n3jM1YNXcJnoxZx8ucwDi+2aBXX3pLLqOkzWfP2G7zz5yau/vn9VO/bwzt/fpQZ55bx7l8+Z841NzJm1gk89b1vMWTkXi6+48r4576RM25o87mHfPBQvPfo8sdh9h3k3347+bff3lrH3Td+jZp5z5Bz442Iw0HN3/6Gc8QIxry+ALHbidbVsfXMs3AgRDDWTGa9NOvCS5h14eG97/zSf/+CNW+/zomXXoHDdfAZ+ZLlOa7AaowBJMVB/q2J82L1l5QJ2aRM6P6cKvPCYjIvTJzTMLCtlqo/r8O/ugLPCUMJbK0lUtlM9tUT8Rx75CeDsWe4GfLNI5/HbjARm5B3Y1d5w4Tc63vWgzzry2MOuS621M75+zpyF2dScOesbst0p3XGM+1RlFAyt4eOAdYlWL8eOFi0HAPsNMZ0vA23HnAByWV9+wKy2ewMHTuB0i2JE1obY1i5YD45RSM63f1U7bk9HgJd5CiKxaKseuMVCidM7lEjUSwUoubZZ/HMmYN73Diyv/IVxOWi5m9P9VW1VTci1dU0vPIqmZdeiiM7m5zrb8AEAtS98I8+fR6ny82M8+ayY9Vyakv3J5XwbsMlJr4AABNQSURBVLBLz8nrMkdRNBLms7deY9T0Y4/KRqJkTJlTiMNlY82iva3rXKMzcBZ5aVqyv3Vcf0e7X9qGXYQhFxYfSGadfaBRRkSYefYIasv87NnQeRritk4483SqHPWc2SD4Q+17PU085TQrX8+Cl4lGo5g1q6lJN5TlO8jctpfqhvZTuG/csYrUnU2kHD+220YigOunXE91oJrXd77O5prNfFL6CddMuqZPGokATht+GiPSR/D0hqe7LWeM4ekNT1OcWczsotlcMPoC8lPzu31c00f7wWFNj+ws8OCekE3TspLWaXodTiczz7+IXatXUr3vwGdbvXAr4ViQ4it7Nqz76Q1Pk5OSwxUTruCNXW9Q6a9M+rGerGwmzT6dde+/Q6Cpic/eeg0TMxx7QeKLYbHZmHXhJZRu20zJlo0Jyzjz00iZlEPj+3uJNYQS5onYuOR9mhvqmTX3QM6xgjHjKJp0DKveeJVYrPNQtWSten0+gZQYl1/8jYTbhxcUE52ch6wvp6xqb8IyPdVYU8WWZR8x9czzWhuJYibGvI3zmJY3jdmFs5mf+gnuNA+LnvgDTncK084+v9N+nt7wNKkpHmaeexHbVnzC7rWfcdwFl+BypjBvwzyC0SDPbX6OU4tOZXLOZOZtnEfMxHh6w9PkpuQyt3guF5x+Db5M2PXu4nbD+tp68YVHsMXgoiu/nnC7iHDc3Eup2LWdfRsPnJYveHELMcAxIRtnqI7iEg9NY6aQlpnFytdfbp3sxJqN8himnHYWKd50Fj3xBysX4zkXkD9yNCOnzmD1W68RjURYueBlXKmpTD3zvAMVWP0sBOrg9B9AUzms+1enOubceAOR0lIaFy6kee1amj/7jJzrr0Pis4jas7LIvOxSbOEwNpudgjGD4zJg1txL8dfXsWnJB/1dlUHFPdbK3da0JJ4X6KP92NJdpE07PAm7leqp2rKSo3qkQG/JwZIli0gIeMgY88MO6+8FfmiM6bJXkogsBDKMMSd3WH8O8DZwmjFmcXfPf/zxx5sVK1Z0/yoGOP+Cv1H1+57nbFjn8rLR5aEgGuq0LQZUOtwcF6hnTPjwTuU82G1weVjvTqcg0rnzWhShyuHiS821DE+wvSuxYIzm/c2M+MoIvGOtXgWlC0qp/7yetFGHL4GnskSaIgQrgoy5bQzuPKv78p5n99Bc2kxqYd8mLg2IjQWefDyxKD6bnTFhP8cGB1eC2Z5Y7U5nmzONIQmOO2ERauwu5vhrGJZg+xfF2uzL2Os9kdzAgRxGeSmZTMgeQX3QRyxBjhOvy4sv7CNj808J1YSI+CJM+n77YRfRmI2nVtyIzRYlJ7Xr4bIArlg6x9gK2G86x6KE/UjEh7E5kVgYmysDGzYioTqMzUH7e0RRJBbF6c7DlsS9I5/NypIjWN9DXiNIcnMuJCUshoCAnU6joloZIAqkGHAaq1RIDEHpupv0UDxsN3V8bKxu5oV4Oc8+mgrjJ0y8AcTEsAVqQGwYsS5sh7oL2RTYyqeucPIvQqBRYhRE7WRHbWx2hXEbaa1rUrsINZBStpiYMwOJ+Iil5BPK76bncCxCyv53MXYXxpG4m32Baxhn515IfaSOBZWdL/JtoQaM3UVw6KnQZliBzV+Gu2olUXc2yKEMbzfYA1VI5kSGpnU91KgpWk9jxftEnRnQg6F6XZFoAAk3Eiw8E+OINxSJwSeGkREHDgM7nBGyajbjathBxDuKcE7nWXGabDHyojYKgmEqKt4GbBQUnEeJy0aNPUaqEfxiGBN2EBHY44jgMYJPDEOjdgoiVixVBnYSqV1L1J0D0nmIqgRrMSk5DM/qukeVMVHKyxdiszlwOKxzj3A0BZfDR563mnWBEJlNTq451cbuchtLt0QpyhH21xgunGlnynDreRdvivDpthgzRtk4Z5r1me4oj/HS8gjDsoXyOsPM0TbOPKbN5126BrJGwi2L4NGTobkWCqZ2qJ9h+2PbMWGDOIWoP8q4b4/D7j7weoPVQZ54P4JLDOcGu28UHygM8HZaLgGxkRXrPCRZdW1oxgwmFVxKnX83WWmj2FG1iD21H/V3tZQCoMHmwIZhri+5SVzaShk/iiH/78XDUKsjT0RWGmOO77h+QCa0EZFbgVsBRo48fMnpjhQTDhFt7vlFVWGokYp0B6EuxoEOC/opamgg2kVyS2XJD0OuOLt4Hw1FAR8FjY309F5p5pRUPIURCFgzfuQe5yJU5Tykz1r1jNgh9wQvbm8AAtZ4/vyTUyn/INzn778TmEw9Je5UsqJRCn1NRMNH72c8LNJEtcdBKOG/i2FE2Ed+U1OP/1+OJsXhd2i0DyEsBy5mywIBspsbcdsd2KVzg4s/3Exsz3yizSHsqZA+Nq312NHCDpxS9DafV55AMNz913PABChx+HAl+hp3pFs5UowBRwpum3VBGXLEMKbjJ+dEnC4cJDecwmsgEv/OsSPY+/jrx27A3mXK5gME2jW8pMYf15VKAqyPNGDD+szKCLOdBjLE2e49FGcWxA78f1eGylhPFFu0Zw0X2UBOxIYdGBpy4u9pa5o9n4hnHLZQNcaZRTR9ykHq4CaSORW7bzcSTXwhW9G8l61NGygJ7ElYxjg8RNMnYYu1z3uFayTR1HIk4gMO7SI55h5Crmsi0VjXvc9SJY9Gz3gkVAVdvIaecRBNn4RINhIPexuQC6RHbAiQj4tQ2iSioWainskJ3+PMKORGbCCpeLxTEbFh8JAXMkQdVqzmI6RFBAPkGicRrBjIjthaj5VZzrFUpFQi0QAJ30dnJplpU7t9j8CJN30azc07icYbLOzSiMdeRzQUI0+EyEgfRW472UOhpMpFKCKMzzdMzGmGePqbWcOgpt7FicMDELBiszgDJg91Uue3UZRlOK7owDYAcsbAWT+2GhHP/SV8+ECnY5gABad6qV7eZL0Xs9Kxm6bW5wVwe2BiWgR7TZBocPB8lx4TrWWTJ5PBU+OBYV/DOrI9E3HbvVT5trOrbgURvWxRA0RKNEJR0H9I1w4x/9HfUSOZHkXlwMvGmNs6rH8UuNIY02UmMBF5HphpjJnYYf1VWHmLphpj1nf3/EdDjyKllFJKKaWUUkqpgaSrHkXJ5Chaj5VrqKMpwIYkHlssIh3H4kwBQkDi+WaVUkoppZRSSiml1BGXTEPRK8DJItKatlxERgOz49u68yrWyI0r2zzWAVwNLNQZz5RSSimllFJKKaUGjmQaih4HdgHzReRSEbkEmA/sBVrn2RWRUSISEZGftawzxnyGNcTsYRG5WUTOBp4DioH/6ruXoZRSSimllFJKKaV666ANRcYYH3AWsAV4GngG2AmcZYxpalNUsHJxdtznTcCTwL3AAmAEcIExZlWva6+UUkoppZRSSiml+kxSs54ZY/YAlx+kzC4SzGZrjGkG7oovSimllFJKKaWUUmqASmbomVJKKaWUUkoppZT6AtCGIqWUUkoppZRSSikFaEORUkoppZRSSimllIrThiKllFJKKaWUUkopBWhDkVJKKaWUUkoppZSK04YipZRSSimllFJKKQVoQ5FSSimllFJKKaWUitOGIqWUUkoppZRSSikFaEORUkoppZRSSimllIrThiKllFJKKaWUUkopBWhDkVJKKaWUUkoppZSK04YipZRSSimllFJKKQVoQ5FSSimllFJKKaWUihNjTH/XoVsiUgns7u969IE8oKq/K6HUIdDYVYORxq0ajDRu1WClsasGI41bNRj1ddyOMsbkd1w54BuKjhYissIYc3x/10OpntLYVYORxq0ajDRu1WClsasGI41bNRgdqbjVoWdKKaWUUkoppZRSCtCGIqWUUkoppZRSSikVpw1FR86f+rsCSh0ijV01GGncqsFI41YNVhq7ajDSuFWD0RGJW81RpJRSSimllFJKKaUA7VGklFJKKaWUUkoppeK0oegwEpERIvJPEakXkQYR+ZeIjOzveqkvJhEZLiKPiMhSEfGLiBGR0QnKpYjIAyJSKiLN8fKnJShnE5F7RGSXiAREZI2IXH4kXov64hCRK0TkRRHZHY/HzSLyf0UkvUO5bBH5s4hUiYhPRN4RkWkJ9pdUfCvVGyJyvogsEpEyEQmKyD4ReUFEpnQol9R5QrLxrVRfE5E34+cL93ZYr8dcNWCIyBnxOO241HUop3GrBhwRmSsiH4pIU/xcYIWInNVme7/ErTYUHSYikgYsAiYBNwLXA+OB90TE0591U19Y44CrgFpgcTfl/gLcAvwM+DJQCrwlIjM7lPsV8HPgd8CFwDLgHyIyt2+rrb7g/g8QBX4EXAA8BnwDeFtEbAAiIsCr8e3fBi4HnFjH2+Ed9pdsfCvVGznASuBbwHnAPcAxwDIRGQXJnyf0ML6V6jMicg0wI8F6PeaqgeoO4EttlnNaNmjcqoFIRG4D5mOdM/wbcCXwDyAtvr3/4tYYo8thWIA7sS5uxrVZVwxEgLv6u366fPEWwNbm95sBA4zuUGZGfP1NbdY5gM3AK23WDQGCwC86PP5dYG1/v1Zdjp4FyE+w7oZ4nJ4V//vS+N9ntimTCdQAv22zLqn41kWXw7EAE+Pxd3f876TOE5KNb1106csFyAbKgGvi8Xdvm216zNVlQC3AGfFYO6ebMhq3ugyoBRgNNAPf6aZMv8Wt9ig6fC4BlhljtrWsMMbsBJZgfeBKHVHGmFgSxS4BwsDzbR4XAZ4DzhcRd3z1+YALmNfh8fOAaSJS3PsaKwXGmMoEq5fHfxbFf14ClBhj3mvzuHqsOzBtj7fJxrdSh0N1/Gck/jPZ84Rk41upvvTfwDpjzN8TbNNjrhqMNG7VQPMfQAz4Qzdl+i1utaHo8DkGWJdg/XpgSoL1Sg0ExwA7jTH+DuvXYzUMjWtTLghsS1AONMbV4XV6/OfG+M/ujrcjRcTbplwy8a1UnxARu4i4RGQ88EesHhotF97JnickG99K9QkRmYPVc/P2LoroMVcNVM+ISFREqkXk2Q453zRu1UAzB9gEfEVEtotIRES2iUjbY2+/xa02FB0+OVi5YDqqwerOq9RA1F3ctmxv+Vln4v0auymnVJ8SkSLgl8A7xpgV8dUHi9vsJMtp3Kq+9glWo/oWYDrWcMmK+LZkzxOSjW+lek1EXFiNmv9rjNncRTE95qqBph54ECu1wllYeTTPAZaKyJB4GY1bNdAUYuUmfAC4Hyun4dvA70TkzniZfotbR08foJRSSvWH+F2T+VhDd27q5+oolYzrgQxgDFZi9rdFZI4xZle/1kqprn0fSAXu6++KKJUsY8xnwGdtVn0gIh8Cn2IluP5Jv1RMqe7ZgHTga8aYf8XXLRJrVup7ROS3/VUx0B5Fh1Mtie/yddXap9RA0F3cwoFW6VogK56Jv7tySvUJEUnFGo89BjjfGLOvzeaDxW1tkuU0blWfMsZsNMZ8Es/zcjbgBX4Y35zseUKy8a1Ur8SH6fwY+CngFpEsEcmKb275244ec9UgYIxZhdWb84T4Ko1bNdC05C58u8P6hUABMIx+jFttKDp81mONFexoCrDhCNdFqWStB4rj0za3NQUIcSAn0XrADYxNUA40xlUfEhEn8E/geGCuMebzDkW6O97uMcY0tSmXTHwr1eeMMXVYMdaSJyDZ84Rk41up3hoDpGBNTFHbZgGrR1wtMA095qrBpSVNgsatGmjWH2R7jH6MW20oOnxeAU4WkTEtK+LdyGbHtyk1EL0KOIErW1aIiAO4GlhojAnGV7+JlVn/qx0efx3WLCk7j0Bd1ReAiNiAZ7ByDlxmjFmWoNgrQJGInN7mcRnAxbQ/3iYb30r1OREpACYB2+Orkj1PSDa+leqt1cCZCRawGo/OxLrY0GOuGvBE5HhgItbwM9C4VQPPS/Gf53dYfwGwzxhTRj/GrXTORav6goh4gDVAM9a4WIOVWC0dmK53AFV/EJEr4r+eDXwd+CZQCVQaYz6Il3kO64D1PWAn8A3gy8Ap8W68Lfu6H/gO8CNgFdaB6DbgEmPMa0fkBamjnog8hhWr9wEd42qfMWZfvDHpI2AEVtzWAvdgJQ+eYYzZ22Z/ScW3Ur0hIi9hHRfXAg3ABOC7wFDgRGPMlmTPE3oS30odDiJigPuMMT+J/63HXDWgiMgzWPG1CqgDjsWKST8wyxhTpXGrBpp4Co93gRlYw353YDX03AzcZIz5a7/GrTFGl8O0ACOBF7FOEhuBl4HR/V0vXb64C9aFSKLl/TZlUoGHsKZxDmDN2nNGgn3ZsS5udmPN6rMWuKK/X6MuR9cC7Oombn/eplwO8ATWGGx/yxdvgv0lFd+66NKbBfgBsBLrgsUPbMaaSWp0h3JJnSckG9+66HI4lvjx9t4O6/SYq8uAWbAunNdizX4WBvYCfwKGdSincavLgFqwJrz4PVCONURsLXBthzL9Erfao0gppZRSSimllFJKAZqjSCmllFJKKaWUUkrFaUORUkoppZRSSimllAK0oUgppZRSSimllFJKxWlDkVJKKaWUUkoppZQCtKFIKaWUUkoppZRSSsVpQ5FSSimllFJKKaWUArShSCmllFJKKaWUUkrFaUORUkoppZRSSimllAK0oUgppZRSSimllFJKxf1/qvdWz285AyEAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1440x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "ytaOuk4sMLMQ",
        "outputId": "9a4a8448-cf66-4f6c-8731-4c15eb3911c0"
      },
      "source": [
        "# We will now work on the dataframe to extract which emotion was prominent in the video\n",
        "angry = sum(vid_df.angry)\n",
        "disgust = sum(vid_df.disgust)\n",
        "fear = sum(vid_df.fear)\n",
        "happy = sum(vid_df.happy)\n",
        "sad = sum(vid_df.sad)\n",
        "surprise = sum(vid_df.surprise)\n",
        "neutral = sum(vid_df.neutral)\n",
        "\n",
        "emotions = ['Angry', 'Disgust', 'Fear', 'Happy', 'Sad', 'Surprise', 'Neutral']\n",
        "emotions_values = [angry, disgust, fear, happy, sad, surprise, neutral]\n",
        "\n",
        "score_comparisons = pd.DataFrame(emotions, columns = ['Human Emotions'])\n",
        "score_comparisons['Emotion Value from the Video'] = emotions_values\n",
        "score_comparisons"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Human Emotions</th>\n",
              "      <th>Emotion Value from the Video</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Angry</td>\n",
              "      <td>76.78</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Disgust</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Fear</td>\n",
              "      <td>156.73</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Happy</td>\n",
              "      <td>163.22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Sad</td>\n",
              "      <td>89.77</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Surprise</td>\n",
              "      <td>28.33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Neutral</td>\n",
              "      <td>67.22</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Human Emotions  Emotion Value from the Video\n",
              "0          Angry                         76.78\n",
              "1        Disgust                          0.01\n",
              "2           Fear                        156.73\n",
              "3          Happy                        163.22\n",
              "4            Sad                         89.77\n",
              "5       Surprise                         28.33\n",
              "6        Neutral                         67.22"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 637
        },
        "id": "uN8ENS1AMTpY",
        "outputId": "9f603071-f3fd-46be-db90-fbb246d462f6"
      },
      "source": [
        "# We will conclude the project by experimenting the code on another video\n",
        "location_videofile_two = \"/content/Video_Two.mp4\"\n",
        "input_video_two = Video(location_videofile_two)\n",
        "processing_data_two = input_video_two.analyze(face_detector, display=False)\n",
        "\n",
        "vid_df_2 = input_video_two.to_pandas(processing_data_two)\n",
        "vid_df_2 = input_video_two.get_first_face(vid_df_2)\n",
        "vid_df_2 = input_video_two.get_emotions(vid_df_2)\n",
        "\n",
        "pltfig = vid_df_2.plot(figsize=(20, 8), fontsize=16).get_figure()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "23-07-2021:11:58:09,106 INFO     [classes.py:234] 30.00 fps, 458 frames, 15.27 seconds\n",
            "23-07-2021:11:58:09,108 INFO     [classes.py:241] Making directories at output\n",
            "23-07-2021:12:04:32,243 INFO     [classes.py:351] Completed analysis: saved to output/Video_Two_output.mp4\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Starting to Zip\n",
            "Compressing: 10%\n",
            "Compressing: 21%\n",
            "Compressing: 32%\n",
            "Compressing: 43%\n",
            "Compressing: 54%\n",
            "Compressing: 65%\n",
            "Compressing: 76%\n",
            "Compressing: 87%\n",
            "Compressing: 98%\n",
            "Zip has finished\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "BI5iGrr_MZwV",
        "outputId": "06cef5ce-3993-4097-e026-1fd10b473f33"
      },
      "source": [
        "angry_2 = sum(vid_df_2.angry)\n",
        "disgust_2 = sum(vid_df_2.disgust)\n",
        "fear_2 = sum(vid_df_2.fear)\n",
        "happy_2 = sum(vid_df_2.happy)\n",
        "sad_2 = sum(vid_df_2.sad)\n",
        "surprise_2 = sum(vid_df_2.surprise)\n",
        "neutral_2 = sum(vid_df_2.neutral)\n",
        "\n",
        "emotions_values_2 = [angry_2, disgust_2, fear_2, happy_2, sad_2, surprise_2, neutral_2]\n",
        "score_comparisons = pd.DataFrame(emotions, columns = ['Human Emotions'])\n",
        "score_comparisons['Emotion Value from the Video'] = emotions_values_2\n",
        "score_comparisons"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Human Emotions</th>\n",
              "      <th>Emotion Value from the Video</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Angry</td>\n",
              "      <td>20.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Disgust</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Fear</td>\n",
              "      <td>32.58</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Happy</td>\n",
              "      <td>137.37</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Sad</td>\n",
              "      <td>76.43</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Surprise</td>\n",
              "      <td>13.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Neutral</td>\n",
              "      <td>177.10</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Human Emotions  Emotion Value from the Video\n",
              "0          Angry                         20.80\n",
              "1        Disgust                          0.00\n",
              "2           Fear                         32.58\n",
              "3          Happy                        137.37\n",
              "4            Sad                         76.43\n",
              "5       Surprise                         13.04\n",
              "6        Neutral                        177.10"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "swsVeS1OQ2sz"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}